DGS_S1_analyses
Qilin Zhang
2023-02-17
###load packages
cleaning
## assumption check
random_variable <- rchisq(nrow(data), 7)
fake_model <- lm(random_variable ~ .,
data = data[ , -c(86:91)])
standardized <- rstudent(fake_model)
fitvalues <- scale(fake_model$fitted.values)
plot(fake_model,2)#check for linearity
#We assume the the multivariate relationship between continuous variables is linear (i.e., no curved)
#There are many ways to test this, but we can use a QQ/PP Plot to examine for linearity
hist(standardized)#check for normality
#We expect that the residuals are normally distributed
#Not that the *sample* is normally distributed
#Generally, SEM requires a large sample size, thus, buffering against normality deviations
{plot(standardized, fitvalues)
abline(v = 0)
abline(h = 0)
}#check for homogeneity + Homoscedasticity
#These assumptions are about equality of the variances
#We assume equal variances between groups for things like t-tests, ANOVA
#Here the assumption is equality in the spread of variance across predicted values
##rename
data_cleaned <- data
#prepare dataframe for different scales
DGS <- data_cleaned[grep("DGS_1",colnames(data_cleaned)):grep("DGS_75",colnames(data_cleaned))]## Warning in grep("DGS_1", colnames(data_cleaned)):grep("DGS_75",
## colnames(data_cleaned)): numerical expression has 11 elements: only the first
## usedDGS <- DGS[,-c(grep("DGS_31",colnames(DGS)),grep("DGS_53",colnames(DGS)))]
HEXACO_C <- data_cleaned[grep("HEXACO_C_1",colnames(data_cleaned)):grep("HEXACO_C_10",colnames(data_cleaned))]## Warning in grep("HEXACO_C_1", colnames(data_cleaned)):grep("HEXACO_C_10", :
## numerical expression has 2 elements: only the first used###EFA
##descriptive analysis for all items
DGS_descriptive <- describe(DGS)
##EFA for DGS
#Kaiser Criterion
ev<- eigen(cor(DGS))
ev$values## [1] 19.3015758 6.5367478 4.0912994 2.5035900 1.9706450 1.6306393
## [7] 1.4964955 1.3176849 1.1813828 1.1355713 1.0499204 0.9810258
## [13] 0.9679748 0.9045668 0.8956600 0.8465797 0.8362853 0.7955178
## [19] 0.7670613 0.7435598 0.7406719 0.7198814 0.6925213 0.6731210
## [25] 0.6602717 0.6308560 0.6287520 0.6209171 0.6012473 0.5903499
## [31] 0.5845905 0.5583812 0.5484020 0.5373060 0.5328187 0.5198942
## [37] 0.5134848 0.5025333 0.4933992 0.4813948 0.4737598 0.4605507
## [43] 0.4542229 0.4439795 0.4391030 0.4178305 0.4129718 0.4034482
## [49] 0.3952307 0.3829681 0.3732319 0.3714248 0.3631845 0.3595728
## [55] 0.3490402 0.3426406 0.3357931 0.3331916 0.3269828 0.3177390
## [61] 0.3070908 0.3044725 0.2940208 0.2888252 0.2795129 0.2755591
## [67] 0.2748170 0.2632500 0.2542705 0.2462390 0.2358621 0.2244406
## [73] 0.2101954sum(ev$values > 1)## [1] 11sum(ev$values > .7)## [1] 22#scree plot and parallel analysis
scree(DGS, pc=FALSE)
fa.parallel(DGS,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 8 and the number of components = NADGS_fit_9 <- DGS %>%
select(!c(DGS_3,DGS_4,DGS_12,DGS_14,DGS_16,DGS_25,DGS_40,DGS_43,DGS_34,DGS_50,DGS_59,DGS_62,DGS_66,DGS_37,DGS_42,DGS_23))
EFA_fit_9 <- fa(DGS_fit_9,
nfactors = 9,
rotate = "oblimin",
fm="ml")
EFA_fit_9## Factor Analysis using method = ml
## Call: fa(r = DGS_fit_9, nfactors = 9, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8 h2 u2 com
## DGS_1 0.03 -0.01 -0.06 0.50 -0.11 0.06 0.09 0.15 -0.14 0.35 0.65 1.6
## DGS_2 -0.03 0.04 0.05 0.07 0.00 0.08 0.76 -0.04 -0.06 0.66 0.34 1.1
## DGS_5 0.22 0.53 0.04 0.07 -0.04 -0.10 0.16 0.17 -0.02 0.53 0.47 1.9
## DGS_6 0.13 -0.04 0.20 0.05 0.11 0.20 -0.04 0.27 0.42 0.58 0.42 3.3
## DGS_7 0.43 -0.04 0.05 0.09 0.23 0.05 0.14 0.02 0.12 0.54 0.46 2.2
## DGS_8 0.25 0.37 -0.02 0.15 0.10 0.08 0.05 -0.05 -0.03 0.46 0.54 2.6
## DGS_9 0.10 0.22 0.55 0.07 -0.09 0.03 0.08 0.13 -0.31 0.63 0.37 2.3
## DGS_10 -0.02 0.82 0.00 0.06 0.02 -0.02 0.07 -0.03 0.02 0.73 0.27 1.0
## DGS_11 -0.03 0.07 -0.02 -0.01 0.04 0.04 0.78 -0.04 0.01 0.62 0.38 1.0
## DGS_13 0.32 0.09 0.04 0.18 0.07 0.01 0.27 0.18 -0.10 0.47 0.53 3.9
## DGS_15 0.32 0.36 0.04 0.13 0.00 0.03 -0.01 -0.19 0.20 0.61 0.39 3.5
## DGS_17 0.50 0.08 0.07 0.06 0.10 0.09 -0.02 -0.25 -0.06 0.56 0.44 1.8
## DGS_18 0.50 0.12 0.04 0.08 0.07 0.14 0.01 0.09 0.21 0.61 0.39 1.9
## DGS_19 0.32 0.00 0.18 0.13 0.00 -0.04 0.05 -0.09 0.30 0.44 0.56 3.3
## DGS_20 0.03 -0.04 0.34 0.05 0.38 -0.10 -0.08 -0.04 0.16 0.43 0.57 2.7
## DGS_21 0.00 0.02 0.00 0.83 -0.01 -0.01 0.04 0.01 -0.03 0.72 0.28 1.0
## DGS_22 0.46 -0.09 0.04 0.00 -0.06 -0.05 -0.03 -0.16 0.07 0.25 0.75 1.5
## DGS_24 0.21 0.06 0.05 0.02 0.41 0.09 0.12 0.04 0.03 0.45 0.55 2.0
## DGS_26 -0.01 0.59 0.05 0.11 -0.05 0.03 0.12 -0.04 -0.01 0.53 0.47 1.2
## DGS_27 0.16 -0.05 0.58 0.03 -0.06 0.12 0.04 -0.06 0.07 0.53 0.47 1.3
## DGS_28 -0.05 -0.01 0.01 0.00 0.81 -0.01 0.05 0.03 -0.02 0.66 0.34 1.0
## DGS_29 -0.05 -0.04 0.75 -0.01 0.11 0.07 0.07 -0.03 0.00 0.66 0.34 1.1
## DGS_30 0.41 0.21 0.10 0.10 0.04 0.12 -0.03 -0.02 0.16 0.56 0.44 2.4
## DGS_32 0.52 0.00 0.10 0.00 0.02 0.02 0.16 -0.10 0.05 0.47 0.53 1.4
## DGS_33 0.47 0.27 0.03 0.05 0.03 0.08 -0.03 -0.15 0.11 0.59 0.41 2.1
## DGS_35 0.02 0.00 0.11 -0.02 0.70 -0.05 0.04 0.01 0.02 0.59 0.41 1.1
## DGS_36 0.55 -0.04 0.10 0.07 0.07 0.18 0.02 -0.10 -0.13 0.54 0.46 1.6
## DGS_38 -0.06 0.01 -0.02 0.13 0.15 0.26 -0.02 0.52 0.10 0.45 0.55 2.0
## DGS_39 0.06 -0.08 0.15 0.01 0.13 0.29 0.03 0.17 0.48 0.61 0.39 2.5
## DGS_41 -0.09 0.67 0.03 0.01 -0.07 0.07 0.10 0.00 0.07 0.51 0.49 1.2
## DGS_44 -0.01 0.27 0.01 0.57 0.07 0.14 -0.10 -0.12 -0.15 0.65 0.35 1.9
## DGS_45 -0.01 0.07 0.01 0.02 -0.02 0.68 0.11 0.05 -0.09 0.56 0.44 1.1
## DGS_46 0.21 0.15 0.45 0.03 0.08 0.14 -0.06 -0.11 0.00 0.59 0.41 2.2
## DGS_47 0.07 0.47 0.10 0.05 -0.25 0.02 0.04 0.13 -0.10 0.41 0.59 2.0
## DGS_48 0.05 -0.10 0.03 -0.02 0.37 -0.06 0.44 -0.03 0.15 0.53 0.47 2.5
## DGS_49 0.49 -0.02 0.16 0.07 0.10 -0.10 0.13 0.07 0.23 0.60 0.40 2.1
## DGS_51 0.15 0.29 0.37 0.10 -0.13 -0.01 0.04 0.20 -0.16 0.45 0.55 4.0
## DGS_52 -0.07 -0.02 0.79 -0.06 0.12 -0.04 -0.01 -0.01 0.09 0.65 0.35 1.1
## DGS_54 -0.04 0.46 0.16 -0.06 -0.02 0.05 -0.07 -0.10 -0.25 0.37 0.63 2.1
## DGS_55 0.14 0.10 0.02 -0.05 -0.07 0.25 0.12 -0.08 0.36 0.34 0.66 3.0
## DGS_56 0.62 0.04 0.03 0.01 0.12 0.00 0.12 0.13 0.08 0.59 0.41 1.3
## DGS_57 0.27 0.39 0.04 0.03 0.11 0.17 -0.04 -0.24 0.04 0.59 0.41 3.4
## DGS_58 0.18 0.24 0.10 0.13 0.08 0.15 -0.05 -0.38 -0.02 0.54 0.46 3.3
## DGS_60 0.65 -0.12 0.13 0.14 0.04 0.11 -0.05 -0.06 -0.13 0.62 0.38 1.4
## DGS_61 0.49 0.16 0.01 0.15 0.07 0.12 0.01 -0.13 0.02 0.62 0.38 1.8
## DGS_63 0.18 0.03 0.08 0.42 -0.03 0.04 -0.03 -0.34 0.09 0.53 0.47 2.6
## DGS_64 0.31 0.05 0.07 0.07 0.29 -0.07 0.13 0.01 0.25 0.53 0.47 3.7
## DGS_65 -0.02 -0.07 -0.02 0.82 -0.03 -0.08 0.08 0.08 0.10 0.63 0.37 1.1
## DGS_67 0.08 -0.06 0.11 -0.04 0.02 0.64 0.06 -0.10 0.17 0.58 0.42 1.3
## DGS_68 0.05 -0.02 0.01 -0.04 0.79 0.03 0.00 0.03 -0.08 0.63 0.37 1.0
## DGS_69 0.02 0.48 0.03 0.32 0.01 0.09 -0.02 -0.16 -0.06 0.61 0.39 2.1
## DGS_70 0.00 0.03 0.04 -0.02 -0.04 0.57 0.09 0.25 0.02 0.47 0.53 1.5
## DGS_71 -0.11 0.05 -0.06 0.12 0.20 0.20 0.00 0.52 0.14 0.46 0.54 2.1
## DGS_72 -0.04 0.56 -0.01 -0.02 0.01 0.18 -0.01 0.11 -0.14 0.41 0.59 1.4
## DGS_73 0.38 -0.06 -0.01 0.12 0.00 -0.03 0.21 0.32 -0.09 0.33 0.67 3.0
## DGS_74 0.10 0.31 0.04 0.21 -0.07 0.07 -0.04 -0.33 0.14 0.49 0.51 3.6
## DGS_75 0.47 0.14 0.04 0.01 0.05 -0.08 0.03 -0.02 0.18 0.39 0.61 1.6
##
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8
## SS loadings 6.34 4.97 3.61 3.51 3.37 2.53 2.28 1.98 1.87
## Proportion Var 0.11 0.09 0.06 0.06 0.06 0.04 0.04 0.03 0.03
## Cumulative Var 0.11 0.20 0.26 0.32 0.38 0.43 0.47 0.50 0.53
## Proportion Explained 0.21 0.16 0.12 0.12 0.11 0.08 0.07 0.06 0.06
## Cumulative Proportion 0.21 0.37 0.49 0.61 0.72 0.80 0.87 0.94 1.00
##
## With factor correlations of
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8
## ML1 1.00 0.34 0.50 0.49 0.32 0.31 0.27 -0.20 0.26
## ML7 0.34 1.00 0.30 0.50 -0.11 0.36 0.25 -0.18 -0.14
## ML4 0.50 0.30 1.00 0.22 0.42 0.36 0.24 -0.06 0.15
## ML6 0.49 0.50 0.22 1.00 0.04 0.27 0.30 -0.04 0.04
## ML2 0.32 -0.11 0.42 0.04 1.00 0.19 0.31 0.08 0.35
## ML5 0.31 0.36 0.36 0.27 0.19 1.00 0.20 0.08 0.16
## ML3 0.27 0.25 0.24 0.30 0.31 0.20 1.00 0.22 0.11
## ML9 -0.20 -0.18 -0.06 -0.04 0.08 0.08 0.22 1.00 0.03
## ML8 0.26 -0.14 0.15 0.04 0.35 0.16 0.11 0.03 1.00
##
## Mean item complexity = 2
## Test of the hypothesis that 9 factors are sufficient.
##
## df null model = 1596 with the objective function = 31.85 with Chi Square = 29914.22
## df of the model are 1119 and the objective function was 2.31
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.02
##
## The harmonic n.obs is 960 with the empirical chi square 1052.91 with prob < 0.92
## The total n.obs was 960 with Likelihood Chi Square = 2158.82 with prob < 1.4e-68
##
## Tucker Lewis Index of factoring reliability = 0.947
## RMSEA index = 0.031 and the 90 % confidence intervals are 0.029 0.033
## BIC = -5525.28
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML1 ML7 ML4 ML6 ML2 ML5
## Correlation of (regression) scores with factors 0.95 0.95 0.94 0.94 0.94 0.90
## Multiple R square of scores with factors 0.90 0.90 0.87 0.88 0.88 0.81
## Minimum correlation of possible factor scores 0.81 0.81 0.75 0.76 0.75 0.61
## ML3 ML9 ML8
## Correlation of (regression) scores with factors 0.91 0.89 0.87
## Multiple R square of scores with factors 0.83 0.78 0.76
## Minimum correlation of possible factor scores 0.66 0.57 0.52print(EFA_fit_9$loadings, cutoff = 0.3)##
## Loadings:
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8
## DGS_1 0.503
## DGS_2 0.764
## DGS_5 0.533
## DGS_6 0.425
## DGS_7 0.433
## DGS_8 0.366
## DGS_9 0.554 -0.311
## DGS_10 0.818
## DGS_11 0.776
## DGS_13 0.317
## DGS_15 0.322 0.363
## DGS_17 0.497
## DGS_18 0.497
## DGS_19 0.317 0.301
## DGS_20 0.342 0.380
## DGS_21 0.827
## DGS_22 0.456
## DGS_24 0.410
## DGS_26 0.593
## DGS_27 0.582
## DGS_28 0.812
## DGS_29 0.753
## DGS_30 0.411
## DGS_32 0.518
## DGS_33 0.472
## DGS_35 0.695
## DGS_36 0.549
## DGS_38 0.518
## DGS_39 0.480
## DGS_41 0.671
## DGS_44 0.574
## DGS_45 0.683
## DGS_46 0.453
## DGS_47 0.470
## DGS_48 0.374 0.437
## DGS_49 0.492
## DGS_51 0.366
## DGS_52 0.794
## DGS_54 0.463
## DGS_55 0.363
## DGS_56 0.616
## DGS_57 0.386
## DGS_58 -0.379
## DGS_60 0.654
## DGS_61 0.493
## DGS_63 0.423 -0.343
## DGS_64 0.310
## DGS_65 0.816
## DGS_67 0.637
## DGS_68 0.786
## DGS_69 0.475 0.316
## DGS_70 0.569
## DGS_71 0.524
## DGS_72 0.564
## DGS_73 0.379 0.317
## DGS_74 0.311 -0.329
## DGS_75 0.472
##
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8
## SS loadings 4.416 3.817 2.593 2.561 2.696 1.856 1.778 1.736 1.435
## Proportion Var 0.077 0.067 0.045 0.045 0.047 0.033 0.031 0.030 0.025
## Cumulative Var 0.077 0.144 0.190 0.235 0.282 0.315 0.346 0.376 0.402print(EFA_fit_9$loadings)#model Abandoned because of conceptual reasons (see write-up)##
## Loadings:
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8
## DGS_1 0.503 -0.108 0.146 -0.138
## DGS_2 0.764
## DGS_5 0.224 0.533 0.158 0.168
## DGS_6 0.129 0.205 0.109 0.202 0.273 0.425
## DGS_7 0.433 0.225 0.141 0.123
## DGS_8 0.248 0.366 0.147
## DGS_9 0.104 0.220 0.554 0.129 -0.311
## DGS_10 0.818
## DGS_11 0.776
## DGS_13 0.317 0.182 0.275 0.181 -0.103
## DGS_15 0.322 0.363 0.129 -0.186 0.203
## DGS_17 0.497 0.101 -0.247
## DGS_18 0.497 0.116 0.140 0.207
## DGS_19 0.317 0.180 0.134 0.301
## DGS_20 0.342 0.380 0.161
## DGS_21 0.827
## DGS_22 0.456 -0.158
## DGS_24 0.214 0.410 0.118
## DGS_26 0.593 0.107 0.121
## DGS_27 0.158 0.582 0.115
## DGS_28 0.812
## DGS_29 0.753 0.105
## DGS_30 0.411 0.208 0.103 0.122 0.157
## DGS_32 0.518 0.159
## DGS_33 0.472 0.272 -0.152 0.105
## DGS_35 0.114 0.695
## DGS_36 0.549 0.176 -0.103 -0.132
## DGS_38 0.125 0.151 0.260 0.518 0.101
## DGS_39 0.147 0.129 0.286 0.175 0.480
## DGS_41 0.671
## DGS_44 0.265 0.574 0.138 -0.101 -0.124 -0.148
## DGS_45 0.683 0.110
## DGS_46 0.208 0.147 0.453 0.140 -0.110
## DGS_47 0.470 -0.249 0.126
## DGS_48 -0.101 0.374 0.437 0.155
## DGS_49 0.492 0.157 0.132 0.232
## DGS_51 0.146 0.288 0.366 0.102 -0.128 0.200 -0.163
## DGS_52 0.794 0.120
## DGS_54 0.463 0.162 -0.247
## DGS_55 0.145 0.103 0.254 0.124 0.363
## DGS_56 0.616 0.119 0.116 0.126
## DGS_57 0.271 0.386 0.107 0.174 -0.240
## DGS_58 0.180 0.245 0.100 0.133 0.145 -0.379
## DGS_60 0.654 -0.120 0.127 0.139 0.108 -0.133
## DGS_61 0.493 0.157 0.154 0.119 -0.132
## DGS_63 0.182 0.423 -0.343
## DGS_64 0.310 0.292 0.128 0.246
## DGS_65 0.816 0.102
## DGS_67 0.110 0.637 -0.100 0.173
## DGS_68 0.786
## DGS_69 0.475 0.316 -0.156
## DGS_70 0.569 0.255
## DGS_71 -0.112 0.117 0.200 0.204 0.524 0.143
## DGS_72 0.564 0.184 0.115 -0.135
## DGS_73 0.379 0.124 0.209 0.317
## DGS_74 0.311 0.215 -0.329 0.141
## DGS_75 0.472 0.136 0.183
##
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 ML9 ML8
## SS loadings 4.416 3.817 2.593 2.561 2.696 1.856 1.778 1.736 1.435
## Proportion Var 0.077 0.067 0.045 0.045 0.047 0.033 0.031 0.030 0.025
## Cumulative Var 0.077 0.144 0.190 0.235 0.282 0.315 0.346 0.376 0.402#6 factor (trim items with loading lower than 0.3)
DGS_fit_7 <- DGS %>%
select(!c(DGS_16,DGS_40,DGS_43,DGS_50,DGS_42,DGS_23,DGS_14))
EFA_fit_7 <- fa(DGS_fit_7,
nfactors = 7,
rotate = "oblimin",
fm="ml")
EFA_fit_7## Factor Analysis using method = ml
## Call: fa(r = DGS_fit_7, nfactors = 7, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 ML7 ML4 ML6 ML2 ML5 ML3 h2 u2 com
## DGS_1 -0.11 0.00 0.02 0.55 -0.13 0.05 0.10 0.34 0.66 1.3
## DGS_2 0.02 0.18 0.09 0.07 0.12 0.01 0.59 0.53 0.47 1.4
## DGS_3 0.12 0.39 -0.04 0.16 -0.04 0.02 0.17 0.32 0.68 2.0
## DGS_4 0.49 -0.01 0.09 0.04 0.03 -0.15 0.01 0.29 0.71 1.3
## DGS_5 0.11 0.35 0.16 0.17 -0.08 0.01 0.31 0.50 0.50 3.3
## DGS_6 0.20 -0.15 0.08 0.02 0.14 0.57 -0.02 0.55 0.45 1.6
## DGS_7 0.41 -0.04 0.07 0.13 0.26 0.14 0.13 0.54 0.46 2.6
## DGS_8 0.19 0.38 0.08 0.21 0.08 0.03 0.07 0.45 0.55 2.4
## DGS_9 -0.12 0.11 0.75 0.11 -0.08 -0.05 0.12 0.64 0.36 1.2
## DGS_10 0.02 0.72 0.06 0.09 -0.02 -0.02 0.18 0.69 0.31 1.2
## DGS_11 0.05 0.19 -0.01 -0.01 0.16 0.01 0.63 0.52 0.48 1.3
## DGS_12 0.52 0.18 0.17 0.03 -0.02 -0.05 -0.02 0.46 0.54 1.5
## DGS_13 0.11 0.03 0.18 0.30 0.08 0.07 0.31 0.45 0.55 3.2
## DGS_15 0.45 0.38 0.02 0.14 0.02 0.07 -0.04 0.59 0.41 2.3
## DGS_17 0.47 0.19 0.16 0.11 0.11 -0.06 -0.08 0.53 0.47 2.0
## DGS_18 0.45 0.06 0.08 0.17 0.05 0.32 0.02 0.60 0.40 2.3
## DGS_19 0.53 -0.05 0.09 0.10 0.05 0.09 0.03 0.43 0.57 1.2
## DGS_20 0.15 -0.11 0.22 -0.01 0.46 0.01 -0.10 0.41 0.59 2.0
## DGS_21 0.03 0.05 0.00 0.79 0.00 -0.01 0.02 0.69 0.31 1.0
## DGS_22 0.53 -0.09 0.07 0.03 -0.07 -0.09 -0.03 0.27 0.73 1.2
## DGS_24 0.12 0.09 0.07 0.07 0.44 0.15 0.09 0.44 0.56 1.7
## DGS_25 0.36 -0.03 0.08 0.17 0.10 0.30 -0.06 0.44 0.56 2.8
## DGS_26 0.02 0.57 0.10 0.12 -0.06 0.00 0.17 0.53 0.47 1.4
## DGS_27 0.26 -0.06 0.55 -0.03 0.02 0.14 -0.03 0.52 0.48 1.6
## DGS_28 -0.11 0.02 -0.01 0.00 0.83 0.01 0.05 0.65 0.35 1.0
## DGS_29 0.04 -0.04 0.65 -0.10 0.24 0.10 -0.02 0.61 0.39 1.4
## DGS_30 0.41 0.20 0.12 0.14 0.04 0.22 -0.04 0.55 0.45 2.7
## DGS_32 0.52 0.02 0.16 0.05 0.04 0.01 0.16 0.47 0.53 1.4
## DGS_33 0.50 0.30 0.07 0.09 0.02 0.07 -0.04 0.58 0.42 1.9
## DGS_34 0.37 0.22 0.20 -0.02 0.01 -0.06 -0.24 0.38 0.62 3.1
## DGS_35 -0.02 0.01 0.06 -0.02 0.75 0.00 0.03 0.59 0.41 1.0
## DGS_36 0.40 0.06 0.24 0.16 0.07 0.05 -0.02 0.48 0.52 2.2
## DGS_37 0.43 0.09 0.00 0.02 0.10 0.08 0.12 0.32 0.68 1.5
## DGS_38 -0.31 -0.12 0.02 0.19 0.08 0.57 0.08 0.46 0.54 2.0
## DGS_39 0.24 -0.10 -0.02 -0.06 0.17 0.60 0.01 0.58 0.42 1.6
## DGS_41 -0.03 0.61 0.06 0.01 -0.10 0.10 0.17 0.48 0.52 1.3
## DGS_44 -0.04 0.38 0.08 0.57 0.05 -0.02 -0.16 0.64 0.36 2.0
## DGS_45 -0.10 0.33 0.12 -0.01 -0.05 0.50 0.02 0.43 0.57 2.0
## DGS_46 0.23 0.17 0.48 0.01 0.12 0.10 -0.12 0.60 0.40 2.2
## DGS_47 -0.03 0.35 0.23 0.10 -0.31 0.03 0.16 0.40 0.60 3.4
## DGS_48 0.17 -0.06 -0.05 -0.05 0.48 0.02 0.38 0.52 0.48 2.3
## DGS_49 0.52 -0.14 0.14 0.12 0.14 0.11 0.18 0.59 0.41 2.0
## DGS_51 -0.03 0.11 0.53 0.16 -0.16 0.02 0.14 0.45 0.55 1.7
## DGS_52 0.07 -0.11 0.64 -0.16 0.25 0.06 -0.06 0.57 0.43 1.6
## DGS_54 -0.13 0.47 0.29 -0.04 -0.05 -0.15 -0.05 0.36 0.64 2.1
## DGS_55 0.40 0.18 -0.09 -0.14 -0.04 0.35 0.09 0.33 0.67 2.9
## DGS_56 0.45 -0.05 0.13 0.15 0.12 0.15 0.16 0.54 0.46 2.2
## DGS_57 0.33 0.50 0.07 0.04 0.11 0.07 -0.09 0.58 0.42 2.1
## DGS_58 0.32 0.44 0.10 0.10 0.12 -0.06 -0.19 0.53 0.47 2.8
## DGS_59 0.43 -0.19 0.03 0.02 0.21 0.08 0.24 0.44 0.56 2.7
## DGS_60 0.45 -0.06 0.28 0.25 0.04 0.03 -0.08 0.54 0.46 2.4
## DGS_61 0.44 0.23 0.09 0.23 0.08 0.08 -0.04 0.60 0.40 2.4
## DGS_62 -0.30 0.18 0.10 0.11 -0.06 0.31 -0.04 0.20 0.80 3.3
## DGS_63 0.38 0.19 0.01 0.37 0.04 -0.07 -0.19 0.50 0.50 3.1
## DGS_64 0.42 -0.02 0.01 0.08 0.33 0.09 0.17 0.54 0.46 2.5
## DGS_65 0.07 -0.10 -0.07 0.76 0.00 0.03 0.09 0.58 0.42 1.1
## DGS_66 0.13 0.14 0.06 0.25 -0.09 0.03 0.37 0.38 0.62 2.7
## DGS_67 0.20 0.21 0.08 -0.13 0.03 0.56 -0.10 0.49 0.51 1.8
## DGS_68 -0.08 0.02 0.04 0.00 0.79 0.02 -0.02 0.60 0.40 1.0
## DGS_69 0.05 0.54 0.07 0.32 0.01 -0.02 -0.05 0.62 0.38 1.7
## DGS_70 -0.12 0.14 0.12 -0.03 -0.09 0.59 0.08 0.41 0.59 1.4
## DGS_71 -0.31 -0.11 -0.05 0.17 0.13 0.54 0.12 0.44 0.56 2.2
## DGS_72 -0.19 0.53 0.13 0.03 -0.07 0.14 0.06 0.39 0.61 1.6
## DGS_73 0.10 -0.19 0.14 0.27 -0.02 0.11 0.30 0.29 0.71 3.8
## DGS_74 0.33 0.43 -0.02 0.15 -0.03 -0.02 -0.13 0.46 0.54 2.4
## DGS_75 0.53 0.03 0.06 0.06 0.05 0.03 0.09 0.40 0.60 1.1
##
## ML1 ML7 ML4 ML6 ML2 ML5 ML3
## SS loadings 7.90 5.65 4.38 4.19 4.14 3.68 2.37
## Proportion Var 0.12 0.09 0.07 0.06 0.06 0.06 0.04
## Cumulative Var 0.12 0.21 0.27 0.34 0.40 0.45 0.49
## Proportion Explained 0.24 0.17 0.14 0.13 0.13 0.11 0.07
## Cumulative Proportion 0.24 0.42 0.56 0.68 0.81 0.93 1.00
##
## With factor correlations of
## ML1 ML7 ML4 ML6 ML2 ML5 ML3
## ML1 1.00 0.26 0.39 0.33 0.37 0.22 0.02
## ML7 0.26 1.00 0.42 0.44 -0.13 0.08 0.07
## ML4 0.39 0.42 1.00 0.31 0.31 0.30 0.13
## ML6 0.33 0.44 0.31 1.00 0.03 0.21 0.26
## ML2 0.37 -0.13 0.31 0.03 1.00 0.37 0.19
## ML5 0.22 0.08 0.30 0.21 0.37 1.00 0.26
## ML3 0.02 0.07 0.13 0.26 0.19 0.26 1.00
##
## Mean item complexity = 2
## Test of the hypothesis that 7 factors are sufficient.
##
## df null model = 2145 with the objective function = 36.58 with Chi Square = 34242.99
## df of the model are 1704 and the objective function was 4.29
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic n.obs is 960 with the empirical chi square 2431.96 with prob < 1.1e-28
## The total n.obs was 960 with Likelihood Chi Square = 3999.9 with prob < 1.6e-185
##
## Tucker Lewis Index of factoring reliability = 0.909
## RMSEA index = 0.037 and the 90 % confidence intervals are 0.036 0.039
## BIC = -7701.36
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## ML1 ML7 ML4 ML6 ML2 ML5
## Correlation of (regression) scores with factors 0.96 0.95 0.93 0.93 0.94 0.92
## Multiple R square of scores with factors 0.92 0.90 0.87 0.87 0.89 0.85
## Minimum correlation of possible factor scores 0.83 0.81 0.74 0.75 0.78 0.70
## ML3
## Correlation of (regression) scores with factors 0.90
## Multiple R square of scores with factors 0.80
## Minimum correlation of possible factor scores 0.61print(EFA_fit_7$loadings, cutoff = 0.3)##
## Loadings:
## ML1 ML7 ML4 ML6 ML2 ML5 ML3
## DGS_1 0.546
## DGS_2 0.594
## DGS_3 0.393
## DGS_4 0.490
## DGS_5 0.351 0.310
## DGS_6 0.575
## DGS_7 0.413
## DGS_8 0.383
## DGS_9 0.749
## DGS_10 0.721
## DGS_11 0.635
## DGS_12 0.519
## DGS_13 0.309
## DGS_15 0.454 0.377
## DGS_17 0.473
## DGS_18 0.446 0.320
## DGS_19 0.532
## DGS_20 0.455
## DGS_21 0.791
## DGS_22 0.533
## DGS_24 0.441
## DGS_25 0.363
## DGS_26 0.568
## DGS_27 0.550
## DGS_28 0.830
## DGS_29 0.652
## DGS_30 0.406
## DGS_32 0.524
## DGS_33 0.503 0.305
## DGS_34 0.374
## DGS_35 0.751
## DGS_36 0.396
## DGS_37 0.428
## DGS_38 -0.309 0.574
## DGS_39 0.599
## DGS_41 0.609
## DGS_44 0.377 0.567
## DGS_45 0.332 0.505
## DGS_46 0.477
## DGS_47 0.346 -0.313
## DGS_48 0.482 0.376
## DGS_49 0.519
## DGS_51 0.526
## DGS_52 0.640
## DGS_54 0.474
## DGS_55 0.404 0.354
## DGS_56 0.455
## DGS_57 0.332 0.500
## DGS_58 0.317 0.438
## DGS_59 0.431
## DGS_60 0.453
## DGS_61 0.441
## DGS_62 -0.301 0.306
## DGS_63 0.378 0.366
## DGS_64 0.418 0.332
## DGS_65 0.763
## DGS_66 0.365
## DGS_67 0.557
## DGS_68 0.786
## DGS_69 0.545 0.317
## DGS_70 0.589
## DGS_71 -0.308 0.536
## DGS_72 0.530
## DGS_73 0.302
## DGS_74 0.325 0.435
## DGS_75 0.529
##
## ML1 ML7 ML4 ML6 ML2 ML5 ML3
## SS loadings 6.168 4.440 2.989 2.991 3.312 2.977 2.026
## Proportion Var 0.093 0.067 0.045 0.045 0.050 0.045 0.031
## Cumulative Var 0.093 0.161 0.206 0.251 0.302 0.347 0.377print(EFA_fit_7$loadings)##
## Loadings:
## ML1 ML7 ML4 ML6 ML2 ML5 ML3
## DGS_1 -0.111 0.546 -0.128 0.105
## DGS_2 0.179 0.120 0.594
## DGS_3 0.119 0.393 0.155 0.173
## DGS_4 0.490 -0.154
## DGS_5 0.107 0.351 0.164 0.170 0.310
## DGS_6 0.199 -0.154 0.135 0.575
## DGS_7 0.413 0.132 0.262 0.137 0.129
## DGS_8 0.187 0.383 0.205
## DGS_9 -0.120 0.108 0.749 0.112 0.124
## DGS_10 0.721 0.177
## DGS_11 0.186 0.155 0.635
## DGS_12 0.519 0.176 0.166
## DGS_13 0.108 0.182 0.297 0.309
## DGS_15 0.454 0.377 0.142
## DGS_17 0.473 0.195 0.161 0.112 0.112
## DGS_18 0.446 0.166 0.320
## DGS_19 0.532
## DGS_20 0.150 -0.115 0.224 0.455
## DGS_21 0.791
## DGS_22 0.533
## DGS_24 0.121 0.441 0.147
## DGS_25 0.363 0.168 0.295
## DGS_26 0.568 0.118 0.168
## DGS_27 0.262 0.550 0.138
## DGS_28 -0.105 0.830
## DGS_29 0.652 0.238
## DGS_30 0.406 0.198 0.123 0.143 0.215
## DGS_32 0.524 0.159 0.161
## DGS_33 0.503 0.305
## DGS_34 0.374 0.218 0.196 -0.240
## DGS_35 0.751
## DGS_36 0.396 0.241 0.157
## DGS_37 0.428 0.102 0.119
## DGS_38 -0.309 -0.121 0.188 0.574
## DGS_39 0.240 -0.100 0.165 0.599
## DGS_41 0.609 0.166
## DGS_44 0.377 0.567 -0.161
## DGS_45 0.332 0.122 0.505
## DGS_46 0.228 0.166 0.477 0.124 0.103 -0.120
## DGS_47 0.346 0.226 -0.313 0.157
## DGS_48 0.169 0.482 0.376
## DGS_49 0.519 -0.142 0.137 0.119 0.142 0.115 0.181
## DGS_51 0.112 0.526 0.164 -0.159 0.145
## DGS_52 -0.105 0.640 -0.161 0.249
## DGS_54 -0.132 0.474 0.289 -0.146
## DGS_55 0.404 0.183 -0.137 0.354
## DGS_56 0.455 0.130 0.151 0.117 0.146 0.165
## DGS_57 0.332 0.500 0.112
## DGS_58 0.317 0.438 0.101 0.122 -0.187
## DGS_59 0.431 -0.194 0.210 0.239
## DGS_60 0.453 0.277 0.246
## DGS_61 0.441 0.227 0.228
## DGS_62 -0.301 0.182 0.101 0.108 0.306
## DGS_63 0.378 0.191 0.366 -0.186
## DGS_64 0.418 0.332 0.171
## DGS_65 -0.104 0.763
## DGS_66 0.130 0.140 0.253 0.365
## DGS_67 0.203 0.212 -0.127 0.557
## DGS_68 0.786
## DGS_69 0.545 0.317
## DGS_70 -0.117 0.136 0.123 0.589
## DGS_71 -0.308 -0.109 0.168 0.130 0.536 0.123
## DGS_72 -0.192 0.530 0.128 0.145
## DGS_73 0.101 -0.195 0.137 0.269 0.105 0.302
## DGS_74 0.325 0.435 0.155 -0.131
## DGS_75 0.529
##
## ML1 ML7 ML4 ML6 ML2 ML5 ML3
## SS loadings 6.168 4.440 2.989 2.991 3.312 2.977 2.026
## Proportion Var 0.093 0.067 0.045 0.045 0.050 0.045 0.031
## Cumulative Var 0.093 0.161 0.206 0.251 0.302 0.347 0.377##fit indices
EFA_fit_7$rms # Root mean square of the residuals (lower the better)## [1] 0.02430044EFA_fit_7$RMSEA # root mean squared error of approximation (lower the better)## RMSEA lower upper confidence
## 0.03744879 0.03597732 0.03899075 0.90000000EFA_fit_7$TLI # tucker lewis index## [1] 0.90947921- ((EFA_fit_7$STATISTIC-EFA_fit_7$dof)/
(EFA_fit_7$null.chisq-EFA_fit_7$null.dof)) #CFI## [1] 0.9284722#7 factors concise model
DGS_fit_7C <- DGS %>%
select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75,
DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72,
DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52,
DGS_1,DGS_21,DGS_44,DGS_65,
DGS_20,DGS_28,DGS_35,DGS_48,DGS_68,
DGS_6,DGS_38,DGS_39,DGS_45,DGS_67,DGS_70,DGS_71,
DGS_2,DGS_11,DGS_48,DGS_13))
EFA_fit_7C <- fa(DGS_fit_7C,
nfactors = 7,
rotate = "oblimin",
fm="ml")
EFA_fit_7C## Factor Analysis using method = ml
## Call: fa(r = DGS_fit_7C, nfactors = 7, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 ML7 ML4 ML2 ML6 ML5 ML3 h2 u2 com
## DGS_4 0.53 -0.03 0.03 0.04 0.04 -0.13 0.01 0.31 0.69 1.2
## DGS_12 0.56 0.13 0.14 -0.02 0.05 -0.04 0.01 0.47 0.53 1.3
## DGS_15 0.52 0.34 0.00 0.01 0.11 0.08 0.02 0.58 0.42 1.9
## DGS_17 0.54 0.19 0.11 0.10 0.07 -0.04 -0.01 0.53 0.47 1.5
## DGS_19 0.53 -0.09 0.08 0.04 0.12 0.11 0.05 0.44 0.56 1.3
## DGS_22 0.56 -0.11 0.02 -0.05 0.02 -0.06 -0.02 0.29 0.71 1.1
## DGS_32 0.52 0.00 0.11 0.03 0.05 0.03 0.18 0.46 0.54 1.4
## DGS_33 0.56 0.29 0.04 0.03 0.08 0.07 0.00 0.57 0.43 1.6
## DGS_49 0.49 -0.16 0.12 0.13 0.14 0.13 0.17 0.57 0.43 2.2
## DGS_56 0.46 -0.04 0.07 0.12 0.14 0.15 0.18 0.53 0.47 2.0
## DGS_60 0.49 -0.02 0.22 0.03 0.21 0.04 -0.03 0.52 0.48 1.8
## DGS_75 0.55 0.01 0.01 0.06 0.07 0.04 0.08 0.40 0.60 1.1
## DGS_10 0.08 0.70 0.01 0.00 0.10 -0.03 0.14 0.67 0.33 1.2
## DGS_26 0.07 0.56 0.06 -0.04 0.11 -0.02 0.16 0.52 0.48 1.3
## DGS_41 0.00 0.61 0.02 -0.07 0.02 0.07 0.15 0.48 0.52 1.2
## DGS_54 -0.07 0.51 0.23 -0.04 -0.04 -0.15 -0.05 0.35 0.65 1.7
## DGS_57 0.41 0.48 0.06 0.09 0.01 0.06 -0.02 0.57 0.43 2.1
## DGS_69 0.15 0.55 0.04 0.00 0.27 -0.03 -0.01 0.60 0.40 1.7
## DGS_72 -0.13 0.57 0.07 -0.04 0.03 0.12 0.06 0.39 0.61 1.3
## DGS_9 -0.12 0.19 0.67 -0.10 0.14 -0.07 0.12 0.59 0.41 1.5
## DGS_27 0.25 -0.05 0.56 -0.04 0.00 0.12 0.02 0.52 0.48 1.5
## DGS_29 0.01 -0.05 0.73 0.14 -0.06 0.07 0.04 0.66 0.34 1.1
## DGS_46 0.26 0.19 0.47 0.08 0.00 0.09 -0.05 0.59 0.41 2.1
## DGS_51 -0.02 0.18 0.44 -0.14 0.19 0.01 0.11 0.41 0.59 2.1
## DGS_52 0.03 -0.11 0.72 0.18 -0.10 0.03 -0.03 0.62 0.38 1.2
## DGS_1 -0.10 0.02 0.01 -0.13 0.53 0.05 0.10 0.34 0.66 1.3
## DGS_21 0.05 0.07 0.01 0.01 0.80 -0.02 0.01 0.72 0.28 1.0
## DGS_44 0.07 0.43 0.05 0.05 0.51 -0.03 -0.12 0.63 0.37 2.2
## DGS_65 0.07 -0.10 -0.05 0.00 0.77 0.04 0.05 0.61 0.39 1.1
## DGS_20 0.17 -0.09 0.25 0.43 0.02 0.01 -0.09 0.42 0.58 2.2
## DGS_28 -0.07 0.04 -0.02 0.84 0.01 0.00 0.03 0.68 0.32 1.0
## DGS_35 0.02 0.01 0.08 0.72 -0.01 0.00 0.02 0.59 0.41 1.0
## DGS_48 0.14 -0.16 -0.03 0.41 -0.03 0.03 0.42 0.52 0.48 2.5
## DGS_68 -0.02 0.05 0.02 0.77 -0.02 0.02 0.01 0.60 0.40 1.0
## DGS_6 0.19 -0.15 0.10 0.12 0.04 0.58 -0.01 0.56 0.44 1.5
## DGS_38 -0.31 -0.05 0.01 0.09 0.17 0.56 0.05 0.44 0.56 1.9
## DGS_39 0.24 -0.13 0.01 0.14 -0.03 0.61 0.02 0.58 0.42 1.6
## DGS_45 -0.03 0.36 0.09 -0.07 -0.03 0.49 0.07 0.44 0.56 2.0
## DGS_67 0.25 0.20 0.09 0.01 -0.13 0.53 -0.01 0.47 0.53 2.0
## DGS_70 -0.09 0.18 0.09 -0.10 -0.03 0.59 0.09 0.41 0.59 1.4
## DGS_71 -0.30 -0.06 -0.05 0.14 0.18 0.53 0.07 0.44 0.56 2.1
## DGS_2 0.00 0.06 0.06 0.00 0.05 0.00 0.75 0.64 0.36 1.0
## DGS_11 0.01 0.05 -0.02 0.03 -0.04 -0.01 0.81 0.65 0.35 1.0
## DGS_13 0.10 0.04 0.15 0.04 0.27 0.07 0.33 0.42 0.58 2.7
##
## ML1 ML7 ML4 ML2 ML6 ML5 ML3
## SS loadings 5.02 3.82 3.40 2.88 2.81 2.70 2.16
## Proportion Var 0.11 0.09 0.08 0.07 0.06 0.06 0.05
## Cumulative Var 0.11 0.20 0.28 0.34 0.41 0.47 0.52
## Proportion Explained 0.22 0.17 0.15 0.13 0.12 0.12 0.09
## Cumulative Proportion 0.22 0.39 0.54 0.66 0.79 0.91 1.00
##
## With factor correlations of
## ML1 ML7 ML4 ML2 ML6 ML5 ML3
## ML1 1.00 0.23 0.45 0.29 0.30 0.16 0.15
## ML7 0.23 1.00 0.33 -0.20 0.40 0.04 0.20
## ML4 0.45 0.33 1.00 0.36 0.21 0.30 0.26
## ML2 0.29 -0.20 0.36 1.00 0.00 0.36 0.28
## ML6 0.30 0.40 0.21 0.00 1.00 0.18 0.35
## ML5 0.16 0.04 0.30 0.36 0.18 1.00 0.30
## ML3 0.15 0.20 0.26 0.28 0.35 0.30 1.00
##
## Mean item complexity = 1.6
## Test of the hypothesis that 7 factors are sufficient.
##
## df null model = 946 with the objective function = 22.46 with Chi Square = 21192.97
## df of the model are 659 and the objective function was 1.85
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.03
##
## The harmonic n.obs is 960 with the empirical chi square 954.02 with prob < 3.6e-13
## The total n.obs was 960 with Likelihood Chi Square = 1735.3 with prob < 9.2e-98
##
## Tucker Lewis Index of factoring reliability = 0.923
## RMSEA index = 0.041 and the 90 % confidence intervals are 0.039 0.044
## BIC = -2790.01
## Fit based upon off diagonal values = 0.99
## Measures of factor score adequacy
## ML1 ML7 ML4 ML2 ML6 ML5
## Correlation of (regression) scores with factors 0.94 0.94 0.93 0.93 0.93 0.91
## Multiple R square of scores with factors 0.89 0.88 0.87 0.87 0.86 0.83
## Minimum correlation of possible factor scores 0.78 0.76 0.73 0.74 0.72 0.65
## ML3
## Correlation of (regression) scores with factors 0.91
## Multiple R square of scores with factors 0.83
## Minimum correlation of possible factor scores 0.65print(EFA_fit_7C$loadings, cutoff = 0.3)##
## Loadings:
## ML1 ML7 ML4 ML2 ML6 ML5 ML3
## DGS_4 0.530
## DGS_12 0.557
## DGS_15 0.524 0.336
## DGS_17 0.544
## DGS_19 0.534
## DGS_22 0.564
## DGS_32 0.523
## DGS_33 0.555
## DGS_49 0.489
## DGS_56 0.463
## DGS_60 0.494
## DGS_75 0.546
## DGS_10 0.704
## DGS_26 0.560
## DGS_41 0.605
## DGS_54 0.508
## DGS_57 0.411 0.482
## DGS_69 0.550
## DGS_72 0.569
## DGS_9 0.671
## DGS_27 0.558
## DGS_29 0.729
## DGS_46 0.475
## DGS_51 0.440
## DGS_52 0.717
## DGS_1 0.533
## DGS_21 0.796
## DGS_44 0.427 0.515
## DGS_65 0.774
## DGS_20 0.431
## DGS_28 0.843
## DGS_35 0.724
## DGS_48 0.405 0.423
## DGS_68 0.774
## DGS_6 0.579
## DGS_38 -0.306 0.563
## DGS_39 0.605
## DGS_45 0.364 0.491
## DGS_67 0.526
## DGS_70 0.587
## DGS_71 -0.304 0.535
## DGS_2 0.747
## DGS_11 0.808
## DGS_13 0.328
##
## ML1 ML7 ML4 ML2 ML6 ML5 ML3
## SS loadings 4.155 3.205 2.553 2.443 2.244 2.346 1.768
## Proportion Var 0.094 0.073 0.058 0.056 0.051 0.053 0.040
## Cumulative Var 0.094 0.167 0.225 0.281 0.332 0.385 0.425print(EFA_fit_7C$loadings)##
## Loadings:
## ML1 ML7 ML4 ML2 ML6 ML5 ML3
## DGS_4 0.530 -0.126
## DGS_12 0.557 0.134 0.137
## DGS_15 0.524 0.336 0.114
## DGS_17 0.544 0.188 0.113
## DGS_19 0.534 0.115 0.106
## DGS_22 0.564 -0.110
## DGS_32 0.523 0.112 0.175
## DGS_33 0.555 0.288
## DGS_49 0.489 -0.163 0.124 0.127 0.138 0.130 0.174
## DGS_56 0.463 0.121 0.137 0.147 0.178
## DGS_60 0.494 0.217 0.209
## DGS_75 0.546
## DGS_10 0.704 0.143
## DGS_26 0.560 0.115 0.157
## DGS_41 0.605 0.150
## DGS_54 0.508 0.231 -0.151
## DGS_57 0.411 0.482
## DGS_69 0.152 0.550 0.272
## DGS_72 -0.129 0.569 0.119
## DGS_9 -0.119 0.189 0.671 -0.101 0.142 0.121
## DGS_27 0.249 0.558 0.120
## DGS_29 0.729 0.138
## DGS_46 0.259 0.195 0.475
## DGS_51 0.176 0.440 -0.141 0.192 0.113
## DGS_52 -0.109 0.717 0.179
## DGS_1 -0.105 -0.131 0.533 0.100
## DGS_21 0.796
## DGS_44 0.427 0.515 -0.123
## DGS_65 -0.102 0.774
## DGS_20 0.173 0.245 0.431
## DGS_28 0.843
## DGS_35 0.724
## DGS_48 0.140 -0.158 0.405 0.423
## DGS_68 0.774
## DGS_6 0.193 -0.150 0.105 0.115 0.579
## DGS_38 -0.306 0.175 0.563
## DGS_39 0.242 -0.134 0.138 0.605
## DGS_45 0.364 0.491
## DGS_67 0.250 0.199 -0.133 0.526
## DGS_70 0.177 -0.101 0.587
## DGS_71 -0.304 0.142 0.177 0.535
## DGS_2 0.747
## DGS_11 0.808
## DGS_13 0.146 0.269 0.328
##
## ML1 ML7 ML4 ML2 ML6 ML5 ML3
## SS loadings 4.155 3.205 2.553 2.443 2.244 2.346 1.768
## Proportion Var 0.094 0.073 0.058 0.056 0.051 0.053 0.040
## Cumulative Var 0.094 0.167 0.225 0.281 0.332 0.385 0.425##fit indices
EFA_fit_7C$rms # Root mean square of the residuals (lower the better)## [1] 0.02291829EFA_fit_7C$RMSEA # root mean squared error of approximation (lower the better)## RMSEA lower upper confidence
## 0.04123348 0.03890929 0.04363868 0.90000000EFA_fit_7C$TLI # tucker lewis index## [1] 0.92329321- ((EFA_fit_7C$STATISTIC-EFA_fit_7C$dof)/
(EFA_fit_7C$null.chisq-EFA_fit_7C$null.dof)) #CFI## [1] 0.9468414```#{r 7model_trim} #7 factors model triming DGS_fit_7C <- DGS %>% select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75, DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72, DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52, DGS_1,DGS_21,DGS_44,DGS_65, DGS_20,DGS_28,DGS_35,DGS_68, DGS_6,DGS_39,DGS_45,DGS_67,DGS_70, DGS_2,DGS_11,DGS_48,DGS_13,DGS_73)) #trim 38,71because of the negative loading on factor 1 #trim 66 because of the low relevancy #trim 44 because of the repetitiveness in description
EFA_fit_7C <- fa(DGS_fit_7C, nfactors = 7, rotate = “oblimin”, fm=“ml”) EFA_fit_7C print(EFA_fit_7C\(loadings, cutoff = 0.3) print(EFA_fit_7C\)loadings)
##fit indices EFA_fit_7C\(rms # Root mean square of the residuals (lower the better) EFA_fit_7C\)RMSEA # root mean squared error of approximation (lower the better) EFA_fit_7C\(TLI # tucker lewis index 1- ((EFA_fit_7C\)STATISTIC-EFA_fit_7C\(dof)/ (EFA_fit_7C\)null.chisq-EFA_fit_7C$null.dof)) #CFI
###lower structure exploration
```r
#select items for this factor
DGS_7M_f1 <- DGS%>%
select(c(DGS_4,DGS_7,DGS_12,DGS_15,DGS_17,DGS_18,DGS_19,DGS_22,DGS_25,DGS_30,DGS_32,DGS_33,DGS_34,DGS_36,DGS_37,DGS_49,DGS_55,DGS_56,DGS_57,DGS_58,DGS_59,DGS_60,DGS_61,DGS_63,DGS_64,DGS_74,DGS_75))
#run for concise model
DGS_7M_f1 <- DGS%>%
select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75))
cor.plot(DGS_7M_f1)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f1))
ev$values## [1] 5.7192344 0.9769333 0.7724415 0.7350308 0.6504863 0.6099168 0.5155557
## [8] 0.4560916 0.4416078 0.3933045 0.3860685 0.3433289sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 4#scree plot and parallel analysis
scree(DGS_7M_f1, pc=FALSE)
fa.parallel(DGS_7M_f1,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 4 and the number of components = NA#EFA
EFA_7M_f1 <- fa(DGS_7M_f1,
nfactors = 3,
rotate = "oblimin",
fm="ml")
EFA_7M_f1## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f1, nfactors = 3, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 ML2 ML3 h2 u2 com
## DGS_4 0.04 -0.02 0.59 0.37 0.63 1.0
## DGS_12 0.01 -0.03 0.80 0.63 0.37 1.0
## DGS_15 0.41 0.14 0.21 0.48 0.52 1.8
## DGS_17 0.85 -0.06 0.01 0.67 0.33 1.0
## DGS_19 0.05 0.35 0.34 0.43 0.57 2.0
## DGS_22 0.24 0.01 0.29 0.25 0.75 2.0
## DGS_32 0.40 0.30 0.06 0.46 0.54 1.9
## DGS_33 0.46 0.11 0.22 0.53 0.47 1.6
## DGS_49 -0.04 0.85 0.03 0.71 0.29 1.0
## DGS_56 0.20 0.62 -0.01 0.57 0.43 1.2
## DGS_60 0.50 0.30 0.01 0.53 0.47 1.6
## DGS_75 0.03 0.29 0.42 0.42 0.58 1.8
##
## ML1 ML2 ML3
## SS loadings 2.17 1.99 1.89
## Proportion Var 0.18 0.17 0.16
## Cumulative Var 0.18 0.35 0.50
## Proportion Explained 0.36 0.33 0.31
## Cumulative Proportion 0.36 0.69 1.00
##
## With factor correlations of
## ML1 ML2 ML3
## ML1 1.00 0.65 0.72
## ML2 0.65 1.00 0.59
## ML3 0.72 0.59 1.00
##
## Mean item complexity = 1.5
## Test of the hypothesis that 3 factors are sufficient.
##
## df null model = 66 with the objective function = 4.99 with Chi Square = 4760.24
## df of the model are 33 and the objective function was 0.14
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic n.obs is 960 with the empirical chi square 86.26 with prob < 1.2e-06
## The total n.obs was 960 with Likelihood Chi Square = 135.02 with prob < 2.7e-14
##
## Tucker Lewis Index of factoring reliability = 0.956
## RMSEA index = 0.057 and the 90 % confidence intervals are 0.047 0.067
## BIC = -91.59
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML1 ML2 ML3
## Correlation of (regression) scores with factors 0.92 0.91 0.90
## Multiple R square of scores with factors 0.84 0.83 0.81
## Minimum correlation of possible factor scores 0.69 0.67 0.61print(EFA_7M_f1$loadings, cutoff = 0.3)##
## Loadings:
## ML1 ML2 ML3
## DGS_4 0.588
## DGS_12 0.800
## DGS_15 0.413
## DGS_17 0.847
## DGS_19 0.347 0.339
## DGS_22
## DGS_32 0.404
## DGS_33 0.464
## DGS_49 0.851
## DGS_56 0.621
## DGS_60 0.497
## DGS_75 0.416
##
## ML1 ML2 ML3
## SS loadings 1.620 1.525 1.457
## Proportion Var 0.135 0.127 0.121
## Cumulative Var 0.135 0.262 0.384print(EFA_7M_f1$loadings) ##
## Loadings:
## ML1 ML2 ML3
## DGS_4 0.588
## DGS_12 0.800
## DGS_15 0.413 0.143 0.214
## DGS_17 0.847
## DGS_19 0.347 0.339
## DGS_22 0.244 0.287
## DGS_32 0.404 0.297
## DGS_33 0.464 0.113 0.225
## DGS_49 0.851
## DGS_56 0.196 0.621
## DGS_60 0.497 0.296
## DGS_75 0.285 0.416
##
## ML1 ML2 ML3
## SS loadings 1.620 1.525 1.457
## Proportion Var 0.135 0.127 0.121
## Cumulative Var 0.135 0.262 0.384#visualization
fa.diagram(EFA_7M_f1)
#select items for this factor
DGS_7M_f2 <- DGS%>%
select(c(DGS_3,DGS_5,DGS_8,DGS_10,DGS_15,DGS_26,DGS_33,DGS_41,DGS_44,DGS_45,DGS_47,DGS_54,DGS_57,DGS_58,DGS_69,DGS_72,DGS_74))
#run for concise model
DGS_7M_f2 <- DGS%>%
select(c(DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72))
cor.plot(DGS_7M_f2)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f2))
ev$values## [1] 3.7143459 0.7690511 0.7051223 0.5778854 0.4927517 0.4321369 0.3087067sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 3#scree plot and parallel analysis
scree(DGS_7M_f2, pc=FALSE)
fa.parallel(DGS_7M_f2,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 3 and the number of components = NA#EFA
EFA_7M_f2 <- fa(DGS_7M_f2,
nfactors = 1,
rotate = "oblimin",
fm="ml")
EFA_7M_f2## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f2, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 h2 u2 com
## DGS_10 0.86 0.73 0.27 1
## DGS_26 0.73 0.53 0.47 1
## DGS_41 0.70 0.49 0.51 1
## DGS_54 0.49 0.24 0.76 1
## DGS_57 0.61 0.37 0.63 1
## DGS_69 0.73 0.53 0.47 1
## DGS_72 0.58 0.33 0.67 1
##
## ML1
## SS loadings 3.22
## Proportion Var 0.46
##
## Mean item complexity = 1
## Test of the hypothesis that 1 factor is sufficient.
##
## df null model = 21 with the objective function = 2.57 with Chi Square = 2456.76
## df of the model are 14 and the objective function was 0.06
##
## The root mean square of the residuals (RMSR) is 0.03
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic n.obs is 960 with the empirical chi square 33.04 with prob < 0.0028
## The total n.obs was 960 with Likelihood Chi Square = 56.06 with prob < 5.7e-07
##
## Tucker Lewis Index of factoring reliability = 0.974
## RMSEA index = 0.056 and the 90 % confidence intervals are 0.041 0.072
## BIC = -40.08
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML1
## Correlation of (regression) scores with factors 0.94
## Multiple R square of scores with factors 0.88
## Minimum correlation of possible factor scores 0.76print(EFA_7M_f2$loadings, cutoff = 0.3)##
## Loadings:
## ML1
## DGS_10 0.856
## DGS_26 0.726
## DGS_41 0.702
## DGS_54 0.491
## DGS_57 0.606
## DGS_69 0.726
## DGS_72 0.577
##
## ML1
## SS loadings 3.219
## Proportion Var 0.460print(EFA_7M_f2$loadings) ##
## Loadings:
## ML1
## DGS_10 0.856
## DGS_26 0.726
## DGS_41 0.702
## DGS_54 0.491
## DGS_57 0.606
## DGS_69 0.726
## DGS_72 0.577
##
## ML1
## SS loadings 3.219
## Proportion Var 0.460#visualization
fa.plot(EFA_7M_f2,
labels = colnames(DGS_7M_f2)
)
fa.diagram(EFA_7M_f2)
#select items for this factor
DGS_7M_f3 <- DGS%>%
select(c(DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52))
#run for concise model
DGS_7M_f3 <- DGS%>%
select(c(DGS_9,DGS_27,DGS_29,DGS_46,DGS_51,DGS_52))
cor.plot(DGS_7M_f3)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f3))
ev$values## [1] 3.3487033 0.9327900 0.5425954 0.4603131 0.4170244 0.2985737sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 2#scree plot and parallel analysis
scree(DGS_7M_f3, pc=FALSE)
fa.parallel(DGS_7M_f3,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 2 and the number of components = NA#EFA
EFA_7M_f3 <- fa(DGS_7M_f3,
nfactors = 2,
rotate = "oblimin",
fm="ml")
EFA_7M_f3## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f3, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 ML2 h2 u2 com
## DGS_9 0.05 0.78 0.65 0.35 1.0
## DGS_27 0.48 0.28 0.47 0.53 1.6
## DGS_29 0.81 0.04 0.70 0.30 1.0
## DGS_46 0.41 0.38 0.50 0.50 2.0
## DGS_51 -0.07 0.72 0.46 0.54 1.0
## DGS_52 0.86 -0.07 0.67 0.33 1.0
##
## ML1 ML2
## SS loadings 1.96 1.50
## Proportion Var 0.33 0.25
## Cumulative Var 0.33 0.58
## Proportion Explained 0.57 0.43
## Cumulative Proportion 0.57 1.00
##
## With factor correlations of
## ML1 ML2
## ML1 1.0 0.6
## ML2 0.6 1.0
##
## Mean item complexity = 1.3
## Test of the hypothesis that 2 factors are sufficient.
##
## df null model = 15 with the objective function = 2.33 with Chi Square = 2229.39
## df of the model are 4 and the objective function was 0.03
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic n.obs is 960 with the empirical chi square 11.42 with prob < 0.022
## The total n.obs was 960 with Likelihood Chi Square = 25.58 with prob < 3.8e-05
##
## Tucker Lewis Index of factoring reliability = 0.963
## RMSEA index = 0.075 and the 90 % confidence intervals are 0.049 0.104
## BIC = -1.89
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML1 ML2
## Correlation of (regression) scores with factors 0.92 0.89
## Multiple R square of scores with factors 0.85 0.79
## Minimum correlation of possible factor scores 0.71 0.57print(EFA_7M_f3$loadings, cutoff = 0.3) ##
## Loadings:
## ML1 ML2
## DGS_9 0.777
## DGS_27 0.478
## DGS_29 0.814
## DGS_46 0.408 0.382
## DGS_51 0.717
## DGS_52 0.862
##
## ML1 ML2
## SS loadings 1.808 1.351
## Proportion Var 0.301 0.225
## Cumulative Var 0.301 0.526EFA_7M_f3 <- fa(DGS_7M_f3,
nfactors = 1,
rotate = "oblimin",
fm="ml")
EFA_7M_f3## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f3, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 h2 u2 com
## DGS_9 0.64 0.41 0.59 1
## DGS_27 0.71 0.50 0.50 1
## DGS_29 0.79 0.62 0.38 1
## DGS_46 0.72 0.52 0.48 1
## DGS_51 0.49 0.24 0.76 1
## DGS_52 0.73 0.54 0.46 1
##
## ML1
## SS loadings 2.83
## Proportion Var 0.47
##
## Mean item complexity = 1
## Test of the hypothesis that 1 factor is sufficient.
##
## df null model = 15 with the objective function = 2.33 with Chi Square = 2229.39
## df of the model are 9 and the objective function was 0.28
##
## The root mean square of the residuals (RMSR) is 0.08
## The df corrected root mean square of the residuals is 0.11
##
## The harmonic n.obs is 960 with the empirical chi square 192.06 with prob < 1.5e-36
## The total n.obs was 960 with Likelihood Chi Square = 271.63 with prob < 2.7e-53
##
## Tucker Lewis Index of factoring reliability = 0.802
## RMSEA index = 0.174 and the 90 % confidence intervals are 0.157 0.193
## BIC = 209.83
## Fit based upon off diagonal values = 0.97
## Measures of factor score adequacy
## ML1
## Correlation of (regression) scores with factors 0.92
## Multiple R square of scores with factors 0.86
## Minimum correlation of possible factor scores 0.71print(EFA_7M_f3$loadings, cutoff = 0.3) ##
## Loadings:
## ML1
## DGS_9 0.643
## DGS_27 0.705
## DGS_29 0.790
## DGS_46 0.719
## DGS_51 0.494
## DGS_52 0.734
##
## ML1
## SS loadings 2.835
## Proportion Var 0.472#recommend 1 factor because 2 factors basically separate negative and positive code items.
#visualization
fa.diagram(EFA_7M_f3)
#select items for this factor
DGS_7M_f4 <- DGS%>%
select(c(DGS_1,DGS_21,DGS_44,DGS_63,DGS_65)) #remove 69 due to low loading in the 7 factor model and low conceptual relevancy.
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f4))
ev$values## [1] 2.8309756 0.8207414 0.5685147 0.4768977 0.3028705sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 2#scree plot and parallel analysis
scree(DGS_7M_f4, pc=FALSE)
fa.parallel(DGS_7M_f4,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 3 and the number of components = NA#EFA
EFA_7M_f4 <- fa(DGS_7M_f4,
nfactors = 2,
rotate = "oblimin",
fm="ml")
EFA_7M_f4## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f4, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML2 ML1 h2 u2 com
## DGS_1 0.59 -0.11 0.29 0.708 1.1
## DGS_21 0.88 0.01 0.77 0.226 1.0
## DGS_44 0.59 0.17 0.48 0.523 1.2
## DGS_63 0.01 0.99 1.00 0.005 1.0
## DGS_65 0.76 -0.02 0.57 0.434 1.0
##
## ML2 ML1
## SS loadings 2.06 1.05
## Proportion Var 0.41 0.21
## Cumulative Var 0.41 0.62
## Proportion Explained 0.66 0.34
## Cumulative Proportion 0.66 1.00
##
## With factor correlations of
## ML2 ML1
## ML2 1.00 0.51
## ML1 0.51 1.00
##
## Mean item complexity = 1
## Test of the hypothesis that 2 factors are sufficient.
##
## df null model = 10 with the objective function = 1.66 with Chi Square = 1584.5
## df of the model are 1 and the objective function was 0.01
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.06
##
## The harmonic n.obs is 960 with the empirical chi square 6.47 with prob < 0.011
## The total n.obs was 960 with Likelihood Chi Square = 12.41 with prob < 0.00043
##
## Tucker Lewis Index of factoring reliability = 0.927
## RMSEA index = 0.109 and the 90 % confidence intervals are 0.061 0.167
## BIC = 5.54
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML2 ML1
## Correlation of (regression) scores with factors 0.93 1.00
## Multiple R square of scores with factors 0.86 0.99
## Minimum correlation of possible factor scores 0.72 0.99print(EFA_7M_f4$loadings, cutoff = 0.3) ##
## Loadings:
## ML2 ML1
## DGS_1 0.588
## DGS_21 0.876
## DGS_44 0.589
## DGS_63 0.995
## DGS_65 0.763
##
## ML2 ML1
## SS loadings 2.044 1.030
## Proportion Var 0.409 0.206
## Cumulative Var 0.409 0.615#recommend 1 factor becuase these basically separate the negative and positive coded items.
#visualization
fa.diagram(EFA_7M_f4)
#run for concise model
DGS_7M_f4 <- DGS%>%
select(c(DGS_1,DGS_21,DGS_44,DGS_65))#recommend 1 factor for the concise version
cor.plot(DGS_7M_f4)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f4))
ev$values## [1] 2.5122520 0.6534539 0.5307120 0.3035821sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 1#scree plot and parallel analysis
scree(DGS_7M_f4, pc=FALSE)
fa.parallel(DGS_7M_f4,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 1 and the number of components = NA#EFA
EFA_7M_f4 <- fa(DGS_7M_f4,
nfactors = 1,
rotate = "oblimin",
fm="ml")
EFA_7M_f4## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f4, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 h2 u2 com
## DGS_1 0.53 0.28 0.72 1
## DGS_21 0.89 0.79 0.21 1
## DGS_44 0.67 0.45 0.55 1
## DGS_65 0.75 0.56 0.44 1
##
## ML1
## SS loadings 2.07
## Proportion Var 0.52
##
## Mean item complexity = 1
## Test of the hypothesis that 1 factor is sufficient.
##
## df null model = 6 with the objective function = 1.33 with Chi Square = 1272.53
## df of the model are 2 and the objective function was 0.01
##
## The root mean square of the residuals (RMSR) is 0.02
## The df corrected root mean square of the residuals is 0.04
##
## The harmonic n.obs is 960 with the empirical chi square 5.37 with prob < 0.068
## The total n.obs was 960 with Likelihood Chi Square = 10.3 with prob < 0.0058
##
## Tucker Lewis Index of factoring reliability = 0.98
## RMSEA index = 0.066 and the 90 % confidence intervals are 0.03 0.108
## BIC = -3.44
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML1
## Correlation of (regression) scores with factors 0.93
## Multiple R square of scores with factors 0.86
## Minimum correlation of possible factor scores 0.72print(EFA_7M_f4$loadings, cutoff = 0.3) ##
## Loadings:
## ML1
## DGS_1 0.527
## DGS_21 0.886
## DGS_44 0.671
## DGS_65 0.748
##
## ML1
## SS loadings 2.074
## Proportion Var 0.519#recommend 1 factor
#visualization
fa.diagram(EFA_7M_f4)
#select items for this factor
DGS_7M_f5 <- DGS%>%
select(c(DGS_20,DGS_24,DGS_28,DGS_35,DGS_48,DGS_64,DGS_68)) #remove 47 due to low loading in the 7 factor model and low conceptual relevancy.
#run for concise model
DGS_7M_f5 <- DGS%>%
select(c(DGS_20,DGS_28,DGS_35,DGS_48,DGS_68)) # recommend one factor for the concise version
cor.plot(DGS_7M_f5)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f5))
ev$values## [1] 2.9949315 0.6774808 0.5839936 0.4135976 0.3299965sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 1#scree plot and parallel analysis
scree(DGS_7M_f5, pc=FALSE)
fa.parallel(DGS_7M_f5,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 1 and the number of components = NA#EFA
EFA_7M_f5 <- fa(DGS_7M_f5,
nfactors = 2,
rotate = "oblimin",
fm="ml")
EFA_7M_f5## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f5, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML2 ML1 h2 u2 com
## DGS_20 0.63 -0.06 0.34 0.665 1.0
## DGS_28 0.01 0.97 0.96 0.043 1.0
## DGS_35 0.83 -0.04 0.64 0.364 1.0
## DGS_48 0.51 0.09 0.34 0.656 1.1
## DGS_68 0.57 0.21 0.56 0.437 1.3
##
## ML2 ML1
## SS loadings 1.75 1.08
## Proportion Var 0.35 0.22
## Cumulative Var 0.35 0.57
## Proportion Explained 0.62 0.38
## Cumulative Proportion 0.62 1.00
##
## With factor correlations of
## ML2 ML1
## ML2 1.00 0.81
## ML1 0.81 1.00
##
## Mean item complexity = 1.1
## Test of the hypothesis that 2 factors are sufficient.
##
## df null model = 10 with the objective function = 1.82 with Chi Square = 1742.6
## df of the model are 1 and the objective function was 0
##
## The root mean square of the residuals (RMSR) is 0
## The df corrected root mean square of the residuals is 0.01
##
## The harmonic n.obs is 960 with the empirical chi square 0.2 with prob < 0.65
## The total n.obs was 960 with Likelihood Chi Square = 0.29 with prob < 0.59
##
## Tucker Lewis Index of factoring reliability = 1.004
## RMSEA index = 0 and the 90 % confidence intervals are 0 0.069
## BIC = -6.58
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML2 ML1
## Correlation of (regression) scores with factors 0.92 0.98
## Multiple R square of scores with factors 0.84 0.96
## Minimum correlation of possible factor scores 0.69 0.92print(EFA_7M_f5$loadings, cutoff = 0.3) ##
## Loadings:
## ML2 ML1
## DGS_20 0.628
## DGS_28 0.969
## DGS_35 0.826
## DGS_48 0.513
## DGS_68 0.569
##
## ML2 ML1
## SS loadings 1.664 0.997
## Proportion Var 0.333 0.199
## Cumulative Var 0.333 0.532#2 factors model looks good. It seperate cognitive and affective components
#visualization
fa.diagram(EFA_7M_f5)
#select items for this factor
DGS_7M_f6 <- DGS%>%
select(c(DGS_6,DGS_18,DGS_38,DGS_39,DGS_45,DGS_55,DGS_67,DGS_70,DGS_71)) #remove 62 due to low loading in the 7 factor model and low conceptual relevancy.
#run for concise model
DGS_7M_f6 <- DGS%>%
select(c(DGS_6,DGS_38,DGS_39,DGS_45,DGS_67,DGS_70,DGS_71)) # need further inspection
cor.plot(DGS_7M_f6)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f6))
ev$values## [1] 3.1898780 1.2032173 0.9639721 0.5190815 0.4158837 0.3774871 0.3304803sum(ev$values > 1)## [1] 2sum(ev$values > .7)## [1] 3#scree plot and parallel analysis
scree(DGS_7M_f6, pc=FALSE)
fa.parallel(DGS_7M_f6,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 3 and the number of components = NA#EFA
EFA_7M_f6 <- fa(DGS_7M_f6,
nfactors = 3,
rotate = "oblimin",
fm="ml")
EFA_7M_f6 ## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f6, nfactors = 3, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML2 ML1 ML3 h2 u2 com
## DGS_6 0.70 -0.03 0.14 0.58 0.42 1.1
## DGS_38 0.02 0.03 0.77 0.62 0.38 1.0
## DGS_39 0.86 -0.01 -0.01 0.72 0.28 1.0
## DGS_45 -0.04 0.93 0.01 0.84 0.16 1.0
## DGS_67 0.44 0.44 -0.11 0.47 0.53 2.1
## DGS_70 0.10 0.52 0.20 0.44 0.56 1.4
## DGS_71 0.01 0.01 0.76 0.59 0.41 1.0
##
## ML2 ML1 ML3
## SS loadings 1.55 1.42 1.30
## Proportion Var 0.22 0.20 0.19
## Cumulative Var 0.22 0.42 0.61
## Proportion Explained 0.36 0.33 0.31
## Cumulative Proportion 0.36 0.69 1.00
##
## With factor correlations of
## ML2 ML1 ML3
## ML2 1.00 0.40 0.49
## ML1 0.40 1.00 0.29
## ML3 0.49 0.29 1.00
##
## Mean item complexity = 1.2
## Test of the hypothesis that 3 factors are sufficient.
##
## df null model = 21 with the objective function = 2.31 with Chi Square = 2204.33
## df of the model are 3 and the objective function was 0.01
##
## The root mean square of the residuals (RMSR) is 0.01
## The df corrected root mean square of the residuals is 0.02
##
## The harmonic n.obs is 960 with the empirical chi square 3.53 with prob < 0.32
## The total n.obs was 960 with Likelihood Chi Square = 10.63 with prob < 0.014
##
## Tucker Lewis Index of factoring reliability = 0.975
## RMSEA index = 0.051 and the 90 % confidence intervals are 0.02 0.087
## BIC = -9.97
## Fit based upon off diagonal values = 1
## Measures of factor score adequacy
## ML2 ML1 ML3
## Correlation of (regression) scores with factors 0.91 0.93 0.88
## Multiple R square of scores with factors 0.82 0.86 0.77
## Minimum correlation of possible factor scores 0.65 0.73 0.54print(EFA_7M_f6 $loadings, cutoff = 0.3) ##
## Loadings:
## ML2 ML1 ML3
## DGS_6 0.700
## DGS_38 0.768
## DGS_39 0.860
## DGS_45 0.927
## DGS_67 0.441 0.436
## DGS_70 0.520
## DGS_71 0.757
##
## ML2 ML1 ML3
## SS loadings 1.436 1.322 1.238
## Proportion Var 0.205 0.189 0.177
## Cumulative Var 0.205 0.394 0.571EFA_7M_f6 <- fa(DGS_7M_f6,
nfactors = 2,
rotate = "oblimin",
fm="ml")
EFA_7M_f6 ## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f6, nfactors = 2, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 ML2 h2 u2 com
## DGS_6 0.43 0.33 0.41 0.59 1.9
## DGS_38 0.03 0.76 0.59 0.41 1.0
## DGS_39 0.52 0.24 0.43 0.57 1.4
## DGS_45 0.65 -0.02 0.41 0.59 1.0
## DGS_67 0.81 -0.10 0.60 0.40 1.0
## DGS_70 0.52 0.18 0.38 0.62 1.2
## DGS_71 -0.03 0.78 0.59 0.41 1.0
##
## ML1 ML2
## SS loadings 1.92 1.51
## Proportion Var 0.27 0.22
## Cumulative Var 0.27 0.49
## Proportion Explained 0.56 0.44
## Cumulative Proportion 0.56 1.00
##
## With factor correlations of
## ML1 ML2
## ML1 1.00 0.43
## ML2 0.43 1.00
##
## Mean item complexity = 1.2
## Test of the hypothesis that 2 factors are sufficient.
##
## df null model = 21 with the objective function = 2.31 with Chi Square = 2204.33
## df of the model are 8 and the objective function was 0.36
##
## The root mean square of the residuals (RMSR) is 0.08
## The df corrected root mean square of the residuals is 0.13
##
## The harmonic n.obs is 960 with the empirical chi square 246.04 with prob < 1.2e-48
## The total n.obs was 960 with Likelihood Chi Square = 339.89 with prob < 1.3e-68
##
## Tucker Lewis Index of factoring reliability = 0.6
## RMSEA index = 0.208 and the 90 % confidence intervals are 0.189 0.227
## BIC = 284.96
## Fit based upon off diagonal values = 0.96
## Measures of factor score adequacy
## ML1 ML2
## Correlation of (regression) scores with factors 0.89 0.88
## Multiple R square of scores with factors 0.79 0.78
## Minimum correlation of possible factor scores 0.59 0.56print(EFA_7M_f6 $loadings, cutoff = 0.3)##
## Loadings:
## ML1 ML2
## DGS_6 0.426 0.331
## DGS_38 0.758
## DGS_39 0.516
## DGS_45 0.651
## DGS_67 0.814
## DGS_70 0.519
## DGS_71 0.783
##
## ML1 ML2
## SS loadings 1.806 1.398
## Proportion Var 0.258 0.200
## Cumulative Var 0.258 0.458##need to check 38 and 71 and see if they fit the model. IRT may be helpful here.
DGS%>%
ggplot()+
geom_bar(aes(x=DGS_38, alpha = 0.1))+
geom_bar(aes(x=DGS_67))## Don't know how to automatically pick scale for object of type
## <haven_labelled/vctrs_vctr/double>. Defaulting to continuous.
#visualization
fa.diagram(EFA_7M_f6)
#select items for this factor
DGS_7M_f7 <- DGS%>%
select(c(DGS_2,DGS_5,DGS_11,DGS_13,DGS_48,DGS_66,DGS_73)) #remove 47 due to low loading in the 7 factor model and low conceptual relevancy.
#run for concise model
DGS_7M_f7 <- DGS%>%
select(c(DGS_2,DGS_11,DGS_13,DGS_48,DGS_73)) # recommend one factor for the concise version
cor.plot(DGS_7M_f7)
##Kaiser Criterion
ev<- eigen(cor(DGS_7M_f7))
ev$values## [1] 2.5562378 0.9432352 0.6546488 0.5034905 0.3423877sum(ev$values > 1)## [1] 1sum(ev$values > .7)## [1] 2#scree plot and parallel analysis
scree(DGS_7M_f7, pc=FALSE)
fa.parallel(DGS_7M_f7,
fm="ml",
fa="fa")
## Parallel analysis suggests that the number of factors = 2 and the number of components = NA#EFA
EFA_7M_f7 <- fa(DGS_7M_f7,
nfactors = 1,
rotate = "oblimin",
fm="ml")
EFA_7M_f7## Factor Analysis using method = ml
## Call: fa(r = DGS_7M_f7, nfactors = 1, rotate = "oblimin", fm = "ml")
## Standardized loadings (pattern matrix) based upon correlation matrix
## ML1 h2 u2 com
## DGS_2 0.82 0.68 0.32 1
## DGS_11 0.77 0.60 0.40 1
## DGS_13 0.55 0.30 0.70 1
## DGS_48 0.51 0.26 0.74 1
## DGS_73 0.42 0.17 0.83 1
##
## ML1
## SS loadings 2.01
## Proportion Var 0.40
##
## Mean item complexity = 1
## Test of the hypothesis that 1 factor is sufficient.
##
## df null model = 10 with the objective function = 1.3 with Chi Square = 1244.94
## df of the model are 5 and the objective function was 0.13
##
## The root mean square of the residuals (RMSR) is 0.08
## The df corrected root mean square of the residuals is 0.11
##
## The harmonic n.obs is 960 with the empirical chi square 125.16 with prob < 2.5e-25
## The total n.obs was 960 with Likelihood Chi Square = 120.11 with prob < 3e-24
##
## Tucker Lewis Index of factoring reliability = 0.813
## RMSEA index = 0.155 and the 90 % confidence intervals are 0.132 0.18
## BIC = 85.77
## Fit based upon off diagonal values = 0.96
## Measures of factor score adequacy
## ML1
## Correlation of (regression) scores with factors 0.91
## Multiple R square of scores with factors 0.82
## Minimum correlation of possible factor scores 0.64print(EFA_7M_f7$loadings, cutoff = 0.3) ##
## Loadings:
## ML1
## DGS_2 0.823
## DGS_11 0.775
## DGS_13 0.550
## DGS_48 0.508
## DGS_73 0.417
##
## ML1
## SS loadings 2.012
## Proportion Var 0.402DGS%>%
ggplot()+
geom_bar(aes(x=DGS_2, alpha = 0.1))+
geom_bar(aes(x=DGS_11))## Don't know how to automatically pick scale for object of type
## <haven_labelled/vctrs_vctr/double>. Defaulting to continuous.
#visualization
fa.diagram(EFA_7M_f7)
###Confirmatory factor analysis
```#{r CFA}
DGS_7M_model <- ’ F1 =~ DGS_4+DGS_7+DGS_12+DGS_15+DGS_17+DGS_18+DGS_19+DGS_22+DGS_25+DGS_30+DGS_32+DGS_33+DGS_34+DGS_36+DGS_37+DGS_49+DGS_55+DGS_56+DGS_57+DGS_58+DGS_59+DGS_60+DGS_61+DGS_63+DGS_64+DGS_74+DGS_75 F2 =~ DGS_3+DGS_5+DGS_8+DGS_10+DGS_15+DGS_26+DGS_33+DGS_41+DGS_44+DGS_45+DGS_47+DGS_54+DGS_57+DGS_58+DGS_69+DGS_72+DGS_74 F3 =~ DGS_9+DGS_27+DGS_29+DGS_46+DGS_51+DGS_52 F4 =~ DGS_1+DGS_21+DGS_44+DGS_63+DGS_65 F5 =~ DGS_20+DGS_24+DGS_28+DGS_35+DGS_48+DGS_64+DGS_68 F6 =~ DGS_6+DGS_18+DGS_38+DGS_39+DGS_45+DGS_55+DGS_67+DGS_70+DGS_71 F7 =~ DGS_2+DGS_5+DGS_11+DGS_13+DGS_48+DGS_66+DGS_73 ’
DGS_7M_fit <- cfa( model = DGS_7M_model, data = DGS, std.lv = TRUE)
summary(DGS_7M_fit, standardized = TRUE, rsquare = TRUE, fit.measures=TRUE)
parameterestimates(DGS_7M_fit, standardized = TRUE)
fitmeasures(DGS_7M_fit)
modificationindices(DGS_7M_fit,sort = T)
semPaths(DGS_7M_fit, whatLabels = “std”, what = “std”, layout = “tree2”, edge.label.cex = 1)
model_parameters(DGS_7M_fit, standardize = TRUE)
```r
DGS_7M_C_model <- '
F1=~DGS_4+DGS_12+DGS_15+DGS_17+DGS_19+DGS_22+DGS_32+DGS_33+DGS_49+DGS_56+DGS_60+DGS_75
F2=~DGS_10+DGS_26+DGS_41+DGS_54+DGS_57+DGS_69+DGS_72
F3=~DGS_9+DGS_27+DGS_29+DGS_46+DGS_51+DGS_52
F4=~DGS_1+DGS_21+DGS_44+DGS_65
F5=~DGS_20+DGS_28+DGS_35+DGS_48+DGS_68
F6=~DGS_6+DGS_38+DGS_39+DGS_45+DGS_67+DGS_70+DGS_71
F7=~DGS_2+DGS_11+DGS_48+DGS_13
'
DGS_7M_C_fit <- cfa(
model = DGS_7M_C_model,
data = DGS,
std.lv = TRUE)
summary(DGS_7M_C_fit,
standardized = TRUE,
rsquare = TRUE,
fit.measures=TRUE)## lavaan 0.6.15 ended normally after 34 iterations
##
## Estimator ML
## Optimization method NLMINB
## Number of model parameters 110
##
## Number of observations 960
##
## Model Test User Model:
##
## Test statistic 5132.190
## Degrees of freedom 880
## P-value (Chi-square) 0.000
##
## Model Test Baseline Model:
##
## Test statistic 21563.595
## Degrees of freedom 946
## P-value 0.000
##
## User Model versus Baseline Model:
##
## Comparative Fit Index (CFI) 0.794
## Tucker-Lewis Index (TLI) 0.778
##
## Loglikelihood and Information Criteria:
##
## Loglikelihood user model (H0) -67263.459
## Loglikelihood unrestricted model (H1) NA
##
## Akaike (AIC) 134746.917
## Bayesian (BIC) 135282.280
## Sample-size adjusted Bayesian (SABIC) 134932.923
##
## Root Mean Square Error of Approximation:
##
## RMSEA 0.071
## 90 Percent confidence interval - lower 0.069
## 90 Percent confidence interval - upper 0.073
## P-value H_0: RMSEA <= 0.050 0.000
## P-value H_0: RMSEA >= 0.080 0.000
##
## Standardized Root Mean Square Residual:
##
## SRMR 0.093
##
## Parameter Estimates:
##
## Standard errors Standard
## Information Expected
## Information saturated (h1) model Structured
##
## Latent Variables:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## F1 =~
## DGS_4 0.651 0.041 15.793 0.000 0.651 0.496
## DGS_12 0.691 0.031 21.965 0.000 0.691 0.652
## DGS_15 0.799 0.033 24.288 0.000 0.799 0.703
## DGS_17 0.830 0.033 25.018 0.000 0.830 0.719
## DGS_19 0.768 0.036 21.176 0.000 0.768 0.633
## DGS_22 0.544 0.038 14.144 0.000 0.544 0.450
## DGS_32 0.857 0.037 22.891 0.000 0.857 0.673
## DGS_33 0.826 0.033 25.328 0.000 0.826 0.725
## DGS_49 0.992 0.042 23.790 0.000 0.992 0.693
## DGS_56 0.973 0.040 24.169 0.000 0.973 0.701
## DGS_60 0.907 0.036 25.101 0.000 0.907 0.721
## DGS_75 0.796 0.038 20.797 0.000 0.796 0.624
## F2 =~
## DGS_10 1.122 0.037 30.603 0.000 1.122 0.834
## DGS_26 0.930 0.037 25.382 0.000 0.930 0.733
## DGS_41 0.978 0.042 23.021 0.000 0.978 0.682
## DGS_54 0.587 0.039 14.955 0.000 0.587 0.478
## DGS_57 0.722 0.034 20.991 0.000 0.722 0.635
## DGS_69 1.001 0.038 26.541 0.000 1.001 0.757
## DGS_72 0.868 0.048 17.971 0.000 0.868 0.560
## F3 =~
## DGS_9 0.937 0.045 21.015 0.000 0.937 0.640
## DGS_27 1.053 0.043 24.491 0.000 1.053 0.719
## DGS_29 1.320 0.050 26.404 0.000 1.320 0.759
## DGS_46 1.049 0.039 26.613 0.000 1.049 0.763
## DGS_51 0.756 0.047 16.093 0.000 0.756 0.513
## DGS_52 1.157 0.049 23.523 0.000 1.157 0.697
## F4 =~
## DGS_1 0.893 0.054 16.540 0.000 0.893 0.531
## DGS_21 1.455 0.048 30.481 0.000 1.455 0.852
## DGS_44 1.089 0.044 24.688 0.000 1.089 0.731
## DGS_65 1.279 0.052 24.526 0.000 1.279 0.728
## F5 =~
## DGS_20 0.976 0.052 18.711 0.000 0.976 0.586
## DGS_28 1.294 0.045 28.490 0.000 1.294 0.806
## DGS_35 1.239 0.046 26.731 0.000 1.239 0.771
## DGS_48 0.750 0.047 16.043 0.000 0.750 0.494
## DGS_68 1.284 0.048 26.892 0.000 1.284 0.774
## F6 =~
## DGS_6 1.161 0.047 24.517 0.000 1.161 0.736
## DGS_38 0.681 0.044 15.401 0.000 0.681 0.505
## DGS_39 1.225 0.049 24.991 0.000 1.225 0.747
## DGS_45 0.929 0.060 15.375 0.000 0.929 0.505
## DGS_67 1.022 0.051 19.946 0.000 1.022 0.627
## DGS_70 0.918 0.055 16.799 0.000 0.918 0.544
## DGS_71 0.639 0.044 14.421 0.000 0.639 0.477
## F7 =~
## DGS_2 1.374 0.050 27.584 0.000 1.374 0.827
## DGS_11 1.380 0.055 25.203 0.000 1.380 0.768
## DGS_48 0.492 0.047 10.585 0.000 0.492 0.325
## DGS_13 0.975 0.056 17.360 0.000 0.975 0.564
##
## Covariances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## F1 ~~
## F2 0.571 0.026 22.094 0.000 0.571 0.571
## F3 0.729 0.020 36.620 0.000 0.729 0.729
## F4 0.553 0.027 20.254 0.000 0.553 0.553
## F5 0.421 0.031 13.509 0.000 0.421 0.421
## F6 0.489 0.030 16.336 0.000 0.489 0.489
## F7 0.440 0.032 13.887 0.000 0.440 0.440
## F2 ~~
## F3 0.524 0.029 18.301 0.000 0.524 0.524
## F4 0.668 0.024 28.260 0.000 0.668 0.668
## F5 -0.054 0.037 -1.444 0.149 -0.054 -0.054
## F6 0.222 0.037 6.066 0.000 0.222 0.222
## F7 0.442 0.032 13.734 0.000 0.442 0.442
## F3 ~~
## F4 0.353 0.034 10.327 0.000 0.353 0.353
## F5 0.491 0.030 16.245 0.000 0.491 0.491
## F6 0.560 0.029 19.469 0.000 0.560 0.560
## F7 0.420 0.033 12.604 0.000 0.420 0.420
## F4 ~~
## F5 0.012 0.038 0.314 0.753 0.012 0.012
## F6 0.258 0.037 7.016 0.000 0.258 0.258
## F7 0.448 0.033 13.639 0.000 0.448 0.448
## F5 ~~
## F6 0.525 0.030 17.477 0.000 0.525 0.525
## F7 0.336 0.036 9.411 0.000 0.336 0.336
## F6 ~~
## F7 0.431 0.034 12.713 0.000 0.431 0.431
##
## Variances:
## Estimate Std.Err z-value P(>|z|) Std.lv Std.all
## .DGS_4 1.298 0.061 21.266 0.000 1.298 0.754
## .DGS_12 0.648 0.032 20.453 0.000 0.648 0.575
## .DGS_15 0.652 0.033 19.977 0.000 0.652 0.505
## .DGS_17 0.645 0.033 19.799 0.000 0.645 0.483
## .DGS_19 0.881 0.043 20.589 0.000 0.881 0.599
## .DGS_22 1.164 0.054 21.409 0.000 1.164 0.797
## .DGS_32 0.888 0.044 20.278 0.000 0.888 0.547
## .DGS_33 0.615 0.031 19.718 0.000 0.615 0.474
## .DGS_49 1.067 0.053 20.090 0.000 1.067 0.520
## .DGS_56 0.981 0.049 20.005 0.000 0.981 0.509
## .DGS_60 0.762 0.039 19.777 0.000 0.762 0.481
## .DGS_75 0.992 0.048 20.650 0.000 0.992 0.610
## .DGS_10 0.551 0.035 15.837 0.000 0.551 0.304
## .DGS_26 0.743 0.039 18.831 0.000 0.743 0.462
## .DGS_41 1.098 0.056 19.614 0.000 1.098 0.534
## .DGS_54 1.161 0.055 21.133 0.000 1.161 0.771
## .DGS_57 0.770 0.038 20.131 0.000 0.770 0.596
## .DGS_69 0.746 0.041 18.348 0.000 0.746 0.427
## .DGS_72 1.647 0.080 20.712 0.000 1.647 0.686
## .DGS_9 1.269 0.064 19.835 0.000 1.269 0.591
## .DGS_27 1.039 0.056 18.694 0.000 1.039 0.484
## .DGS_29 1.285 0.072 17.813 0.000 1.285 0.424
## .DGS_46 0.791 0.045 17.701 0.000 0.791 0.418
## .DGS_51 1.599 0.077 20.843 0.000 1.599 0.737
## .DGS_52 1.413 0.074 19.062 0.000 1.413 0.514
## .DGS_1 2.035 0.099 20.516 0.000 2.035 0.718
## .DGS_21 0.796 0.065 12.202 0.000 0.796 0.273
## .DGS_44 1.033 0.059 17.646 0.000 1.033 0.465
## .DGS_65 1.453 0.082 17.741 0.000 1.453 0.471
## .DGS_20 1.819 0.090 20.150 0.000 1.819 0.656
## .DGS_28 0.902 0.058 15.534 0.000 0.902 0.350
## .DGS_35 1.050 0.062 16.892 0.000 1.050 0.406
## .DGS_48 1.246 0.064 19.553 0.000 1.246 0.542
## .DGS_68 1.103 0.066 16.782 0.000 1.103 0.401
## .DGS_6 1.139 0.068 16.773 0.000 1.139 0.458
## .DGS_38 1.351 0.066 20.443 0.000 1.351 0.745
## .DGS_39 1.189 0.072 16.438 0.000 1.189 0.442
## .DGS_45 2.528 0.124 20.449 0.000 2.528 0.745
## .DGS_67 1.608 0.084 19.115 0.000 1.608 0.606
## .DGS_70 2.001 0.100 20.104 0.000 2.001 0.704
## .DGS_71 1.388 0.067 20.650 0.000 1.388 0.772
## .DGS_2 0.872 0.078 11.211 0.000 0.872 0.316
## .DGS_11 1.322 0.092 14.399 0.000 1.322 0.410
## .DGS_13 2.040 0.103 19.711 0.000 2.040 0.682
## F1 1.000 1.000 1.000
## F2 1.000 1.000 1.000
## F3 1.000 1.000 1.000
## F4 1.000 1.000 1.000
## F5 1.000 1.000 1.000
## F6 1.000 1.000 1.000
## F7 1.000 1.000 1.000
##
## R-Square:
## Estimate
## DGS_4 0.246
## DGS_12 0.425
## DGS_15 0.495
## DGS_17 0.517
## DGS_19 0.401
## DGS_22 0.203
## DGS_32 0.453
## DGS_33 0.526
## DGS_49 0.480
## DGS_56 0.491
## DGS_60 0.519
## DGS_75 0.390
## DGS_10 0.696
## DGS_26 0.538
## DGS_41 0.466
## DGS_54 0.229
## DGS_57 0.404
## DGS_69 0.573
## DGS_72 0.314
## DGS_9 0.409
## DGS_27 0.516
## DGS_29 0.576
## DGS_46 0.582
## DGS_51 0.263
## DGS_52 0.486
## DGS_1 0.282
## DGS_21 0.727
## DGS_44 0.535
## DGS_65 0.529
## DGS_20 0.344
## DGS_28 0.650
## DGS_35 0.594
## DGS_48 0.458
## DGS_68 0.599
## DGS_6 0.542
## DGS_38 0.255
## DGS_39 0.558
## DGS_45 0.255
## DGS_67 0.394
## DGS_70 0.296
## DGS_71 0.228
## DGS_2 0.684
## DGS_11 0.590
## DGS_13 0.318parameterestimates(DGS_7M_C_fit,
standardized = TRUE)## lhs op rhs est se z pvalue ci.lower ci.upper std.lv
## 1 F1 =~ DGS_4 0.651 0.041 15.793 0.000 0.570 0.732 0.651
## 2 F1 =~ DGS_12 0.691 0.031 21.965 0.000 0.630 0.753 0.691
## 3 F1 =~ DGS_15 0.799 0.033 24.288 0.000 0.734 0.863 0.799
## 4 F1 =~ DGS_17 0.830 0.033 25.018 0.000 0.765 0.895 0.830
## 5 F1 =~ DGS_19 0.768 0.036 21.176 0.000 0.697 0.839 0.768
## 6 F1 =~ DGS_22 0.544 0.038 14.144 0.000 0.469 0.619 0.544
## 7 F1 =~ DGS_32 0.857 0.037 22.891 0.000 0.784 0.930 0.857
## 8 F1 =~ DGS_33 0.826 0.033 25.328 0.000 0.762 0.890 0.826
## 9 F1 =~ DGS_49 0.992 0.042 23.790 0.000 0.910 1.073 0.992
## 10 F1 =~ DGS_56 0.973 0.040 24.169 0.000 0.894 1.052 0.973
## 11 F1 =~ DGS_60 0.907 0.036 25.101 0.000 0.836 0.978 0.907
## 12 F1 =~ DGS_75 0.796 0.038 20.797 0.000 0.721 0.871 0.796
## 13 F2 =~ DGS_10 1.122 0.037 30.603 0.000 1.050 1.194 1.122
## 14 F2 =~ DGS_26 0.930 0.037 25.382 0.000 0.858 1.001 0.930
## 15 F2 =~ DGS_41 0.978 0.042 23.021 0.000 0.895 1.061 0.978
## 16 F2 =~ DGS_54 0.587 0.039 14.955 0.000 0.510 0.664 0.587
## 17 F2 =~ DGS_57 0.722 0.034 20.991 0.000 0.654 0.789 0.722
## 18 F2 =~ DGS_69 1.001 0.038 26.541 0.000 0.927 1.075 1.001
## 19 F2 =~ DGS_72 0.868 0.048 17.971 0.000 0.773 0.962 0.868
## 20 F3 =~ DGS_9 0.937 0.045 21.015 0.000 0.850 1.025 0.937
## 21 F3 =~ DGS_27 1.053 0.043 24.491 0.000 0.969 1.138 1.053
## 22 F3 =~ DGS_29 1.320 0.050 26.404 0.000 1.222 1.418 1.320
## 23 F3 =~ DGS_46 1.049 0.039 26.613 0.000 0.972 1.127 1.049
## 24 F3 =~ DGS_51 0.756 0.047 16.093 0.000 0.664 0.848 0.756
## 25 F3 =~ DGS_52 1.157 0.049 23.523 0.000 1.060 1.253 1.157
## 26 F4 =~ DGS_1 0.893 0.054 16.540 0.000 0.787 0.999 0.893
## 27 F4 =~ DGS_21 1.455 0.048 30.481 0.000 1.361 1.548 1.455
## 28 F4 =~ DGS_44 1.089 0.044 24.688 0.000 1.003 1.176 1.089
## 29 F4 =~ DGS_65 1.279 0.052 24.526 0.000 1.176 1.381 1.279
## 30 F5 =~ DGS_20 0.976 0.052 18.711 0.000 0.874 1.078 0.976
## 31 F5 =~ DGS_28 1.294 0.045 28.490 0.000 1.205 1.383 1.294
## 32 F5 =~ DGS_35 1.239 0.046 26.731 0.000 1.148 1.330 1.239
## 33 F5 =~ DGS_48 0.750 0.047 16.043 0.000 0.658 0.841 0.750
## 34 F5 =~ DGS_68 1.284 0.048 26.892 0.000 1.190 1.377 1.284
## 35 F6 =~ DGS_6 1.161 0.047 24.517 0.000 1.068 1.254 1.161
## 36 F6 =~ DGS_38 0.681 0.044 15.401 0.000 0.594 0.767 0.681
## 37 F6 =~ DGS_39 1.225 0.049 24.991 0.000 1.129 1.321 1.225
## 38 F6 =~ DGS_45 0.929 0.060 15.375 0.000 0.811 1.048 0.929
## 39 F6 =~ DGS_67 1.022 0.051 19.946 0.000 0.921 1.122 1.022
## 40 F6 =~ DGS_70 0.918 0.055 16.799 0.000 0.811 1.025 0.918
## 41 F6 =~ DGS_71 0.639 0.044 14.421 0.000 0.553 0.726 0.639
## 42 F7 =~ DGS_2 1.374 0.050 27.584 0.000 1.277 1.472 1.374
## 43 F7 =~ DGS_11 1.380 0.055 25.203 0.000 1.272 1.487 1.380
## 44 F7 =~ DGS_48 0.492 0.047 10.585 0.000 0.401 0.583 0.492
## 45 F7 =~ DGS_13 0.975 0.056 17.360 0.000 0.865 1.085 0.975
## 46 DGS_4 ~~ DGS_4 1.298 0.061 21.266 0.000 1.179 1.418 1.298
## 47 DGS_12 ~~ DGS_12 0.648 0.032 20.453 0.000 0.586 0.710 0.648
## 48 DGS_15 ~~ DGS_15 0.652 0.033 19.977 0.000 0.588 0.715 0.652
## 49 DGS_17 ~~ DGS_17 0.645 0.033 19.799 0.000 0.581 0.708 0.645
## 50 DGS_19 ~~ DGS_19 0.881 0.043 20.589 0.000 0.797 0.965 0.881
## 51 DGS_22 ~~ DGS_22 1.164 0.054 21.409 0.000 1.057 1.270 1.164
## 52 DGS_32 ~~ DGS_32 0.888 0.044 20.278 0.000 0.803 0.974 0.888
## 53 DGS_33 ~~ DGS_33 0.615 0.031 19.718 0.000 0.554 0.676 0.615
## 54 DGS_49 ~~ DGS_49 1.067 0.053 20.090 0.000 0.963 1.171 1.067
## 55 DGS_56 ~~ DGS_56 0.981 0.049 20.005 0.000 0.885 1.077 0.981
## 56 DGS_60 ~~ DGS_60 0.762 0.039 19.777 0.000 0.687 0.838 0.762
## 57 DGS_75 ~~ DGS_75 0.992 0.048 20.650 0.000 0.898 1.086 0.992
## 58 DGS_10 ~~ DGS_10 0.551 0.035 15.837 0.000 0.483 0.619 0.551
## 59 DGS_26 ~~ DGS_26 0.743 0.039 18.831 0.000 0.665 0.820 0.743
## 60 DGS_41 ~~ DGS_41 1.098 0.056 19.614 0.000 0.988 1.208 1.098
## 61 DGS_54 ~~ DGS_54 1.161 0.055 21.133 0.000 1.054 1.269 1.161
## 62 DGS_57 ~~ DGS_57 0.770 0.038 20.131 0.000 0.695 0.845 0.770
## 63 DGS_69 ~~ DGS_69 0.746 0.041 18.348 0.000 0.666 0.826 0.746
## 64 DGS_72 ~~ DGS_72 1.647 0.080 20.712 0.000 1.492 1.803 1.647
## 65 DGS_9 ~~ DGS_9 1.269 0.064 19.835 0.000 1.143 1.394 1.269
## 66 DGS_27 ~~ DGS_27 1.039 0.056 18.694 0.000 0.930 1.148 1.039
## 67 DGS_29 ~~ DGS_29 1.285 0.072 17.813 0.000 1.144 1.427 1.285
## 68 DGS_46 ~~ DGS_46 0.791 0.045 17.701 0.000 0.703 0.878 0.791
## 69 DGS_51 ~~ DGS_51 1.599 0.077 20.843 0.000 1.449 1.750 1.599
## 70 DGS_52 ~~ DGS_52 1.413 0.074 19.062 0.000 1.268 1.558 1.413
## 71 DGS_1 ~~ DGS_1 2.035 0.099 20.516 0.000 1.841 2.230 2.035
## 72 DGS_21 ~~ DGS_21 0.796 0.065 12.202 0.000 0.668 0.923 0.796
## 73 DGS_44 ~~ DGS_44 1.033 0.059 17.646 0.000 0.918 1.147 1.033
## 74 DGS_65 ~~ DGS_65 1.453 0.082 17.741 0.000 1.292 1.613 1.453
## 75 DGS_20 ~~ DGS_20 1.819 0.090 20.150 0.000 1.642 1.996 1.819
## 76 DGS_28 ~~ DGS_28 0.902 0.058 15.534 0.000 0.788 1.016 0.902
## 77 DGS_35 ~~ DGS_35 1.050 0.062 16.892 0.000 0.929 1.172 1.050
## 78 DGS_48 ~~ DGS_48 1.246 0.064 19.553 0.000 1.121 1.371 1.246
## 79 DGS_68 ~~ DGS_68 1.103 0.066 16.782 0.000 0.974 1.232 1.103
## 80 DGS_6 ~~ DGS_6 1.139 0.068 16.773 0.000 1.006 1.272 1.139
## 81 DGS_38 ~~ DGS_38 1.351 0.066 20.443 0.000 1.222 1.481 1.351
## 82 DGS_39 ~~ DGS_39 1.189 0.072 16.438 0.000 1.047 1.331 1.189
## 83 DGS_45 ~~ DGS_45 2.528 0.124 20.449 0.000 2.286 2.770 2.528
## 84 DGS_67 ~~ DGS_67 1.608 0.084 19.115 0.000 1.443 1.772 1.608
## 85 DGS_70 ~~ DGS_70 2.001 0.100 20.104 0.000 1.806 2.196 2.001
## 86 DGS_71 ~~ DGS_71 1.388 0.067 20.650 0.000 1.256 1.519 1.388
## 87 DGS_2 ~~ DGS_2 0.872 0.078 11.211 0.000 0.719 1.024 0.872
## 88 DGS_11 ~~ DGS_11 1.322 0.092 14.399 0.000 1.142 1.502 1.322
## 89 DGS_13 ~~ DGS_13 2.040 0.103 19.711 0.000 1.837 2.243 2.040
## 90 F1 ~~ F1 1.000 0.000 NA NA 1.000 1.000 1.000
## 91 F2 ~~ F2 1.000 0.000 NA NA 1.000 1.000 1.000
## 92 F3 ~~ F3 1.000 0.000 NA NA 1.000 1.000 1.000
## 93 F4 ~~ F4 1.000 0.000 NA NA 1.000 1.000 1.000
## 94 F5 ~~ F5 1.000 0.000 NA NA 1.000 1.000 1.000
## 95 F6 ~~ F6 1.000 0.000 NA NA 1.000 1.000 1.000
## 96 F7 ~~ F7 1.000 0.000 NA NA 1.000 1.000 1.000
## 97 F1 ~~ F2 0.571 0.026 22.094 0.000 0.520 0.621 0.571
## 98 F1 ~~ F3 0.729 0.020 36.620 0.000 0.690 0.768 0.729
## 99 F1 ~~ F4 0.553 0.027 20.254 0.000 0.500 0.607 0.553
## 100 F1 ~~ F5 0.421 0.031 13.509 0.000 0.360 0.482 0.421
## 101 F1 ~~ F6 0.489 0.030 16.336 0.000 0.430 0.548 0.489
## 102 F1 ~~ F7 0.440 0.032 13.887 0.000 0.378 0.502 0.440
## 103 F2 ~~ F3 0.524 0.029 18.301 0.000 0.468 0.580 0.524
## 104 F2 ~~ F4 0.668 0.024 28.260 0.000 0.621 0.714 0.668
## 105 F2 ~~ F5 -0.054 0.037 -1.444 0.149 -0.127 0.019 -0.054
## 106 F2 ~~ F6 0.222 0.037 6.066 0.000 0.150 0.293 0.222
## 107 F2 ~~ F7 0.442 0.032 13.734 0.000 0.379 0.505 0.442
## 108 F3 ~~ F4 0.353 0.034 10.327 0.000 0.286 0.420 0.353
## 109 F3 ~~ F5 0.491 0.030 16.245 0.000 0.432 0.551 0.491
## 110 F3 ~~ F6 0.560 0.029 19.469 0.000 0.504 0.617 0.560
## 111 F3 ~~ F7 0.420 0.033 12.604 0.000 0.355 0.486 0.420
## 112 F4 ~~ F5 0.012 0.038 0.314 0.753 -0.063 0.087 0.012
## 113 F4 ~~ F6 0.258 0.037 7.016 0.000 0.186 0.330 0.258
## 114 F4 ~~ F7 0.448 0.033 13.639 0.000 0.384 0.513 0.448
## 115 F5 ~~ F6 0.525 0.030 17.477 0.000 0.466 0.584 0.525
## 116 F5 ~~ F7 0.336 0.036 9.411 0.000 0.266 0.406 0.336
## 117 F6 ~~ F7 0.431 0.034 12.713 0.000 0.365 0.498 0.431
## std.all std.nox
## 1 0.496 0.496
## 2 0.652 0.652
## 3 0.703 0.703
## 4 0.719 0.719
## 5 0.633 0.633
## 6 0.450 0.450
## 7 0.673 0.673
## 8 0.725 0.725
## 9 0.693 0.693
## 10 0.701 0.701
## 11 0.721 0.721
## 12 0.624 0.624
## 13 0.834 0.834
## 14 0.733 0.733
## 15 0.682 0.682
## 16 0.478 0.478
## 17 0.635 0.635
## 18 0.757 0.757
## 19 0.560 0.560
## 20 0.640 0.640
## 21 0.719 0.719
## 22 0.759 0.759
## 23 0.763 0.763
## 24 0.513 0.513
## 25 0.697 0.697
## 26 0.531 0.531
## 27 0.852 0.852
## 28 0.731 0.731
## 29 0.728 0.728
## 30 0.586 0.586
## 31 0.806 0.806
## 32 0.771 0.771
## 33 0.494 0.494
## 34 0.774 0.774
## 35 0.736 0.736
## 36 0.505 0.505
## 37 0.747 0.747
## 38 0.505 0.505
## 39 0.627 0.627
## 40 0.544 0.544
## 41 0.477 0.477
## 42 0.827 0.827
## 43 0.768 0.768
## 44 0.325 0.325
## 45 0.564 0.564
## 46 0.754 0.754
## 47 0.575 0.575
## 48 0.505 0.505
## 49 0.483 0.483
## 50 0.599 0.599
## 51 0.797 0.797
## 52 0.547 0.547
## 53 0.474 0.474
## 54 0.520 0.520
## 55 0.509 0.509
## 56 0.481 0.481
## 57 0.610 0.610
## 58 0.304 0.304
## 59 0.462 0.462
## 60 0.534 0.534
## 61 0.771 0.771
## 62 0.596 0.596
## 63 0.427 0.427
## 64 0.686 0.686
## 65 0.591 0.591
## 66 0.484 0.484
## 67 0.424 0.424
## 68 0.418 0.418
## 69 0.737 0.737
## 70 0.514 0.514
## 71 0.718 0.718
## 72 0.273 0.273
## 73 0.465 0.465
## 74 0.471 0.471
## 75 0.656 0.656
## 76 0.350 0.350
## 77 0.406 0.406
## 78 0.542 0.542
## 79 0.401 0.401
## 80 0.458 0.458
## 81 0.745 0.745
## 82 0.442 0.442
## 83 0.745 0.745
## 84 0.606 0.606
## 85 0.704 0.704
## 86 0.772 0.772
## 87 0.316 0.316
## 88 0.410 0.410
## 89 0.682 0.682
## 90 1.000 1.000
## 91 1.000 1.000
## 92 1.000 1.000
## 93 1.000 1.000
## 94 1.000 1.000
## 95 1.000 1.000
## 96 1.000 1.000
## 97 0.571 0.571
## 98 0.729 0.729
## 99 0.553 0.553
## 100 0.421 0.421
## 101 0.489 0.489
## 102 0.440 0.440
## 103 0.524 0.524
## 104 0.668 0.668
## 105 -0.054 -0.054
## 106 0.222 0.222
## 107 0.442 0.442
## 108 0.353 0.353
## 109 0.491 0.491
## 110 0.560 0.560
## 111 0.420 0.420
## 112 0.012 0.012
## 113 0.258 0.258
## 114 0.448 0.448
## 115 0.525 0.525
## 116 0.336 0.336
## 117 0.431 0.431fitmeasures(DGS_7M_C_fit)## npar fmin chisq
## 110.000 2.673 5132.190
## df pvalue baseline.chisq
## 880.000 0.000 21563.595
## baseline.df baseline.pvalue cfi
## 946.000 0.000 0.794
## tli nnfi rfi
## 0.778 0.778 0.744
## nfi pnfi ifi
## 0.762 0.709 0.794
## rni logl unrestricted.logl
## 0.794 -67263.459 NA
## aic bic ntotal
## 134746.917 135282.280 960.000
## bic2 rmsea rmsea.ci.lower
## 134932.923 0.071 0.069
## rmsea.ci.upper rmsea.ci.level rmsea.pvalue
## 0.073 0.900 0.000
## rmsea.close.h0 rmsea.notclose.pvalue rmsea.notclose.h0
## 0.050 0.000 0.080
## rmr rmr_nomean srmr
## 0.199 0.199 0.093
## srmr_bentler srmr_bentler_nomean crmr
## 0.093 0.093 0.095
## crmr_nomean srmr_mplus srmr_mplus_nomean
## 0.095 0.093 0.093
## cn_05 cn_01 gfi
## 178.725 184.412 0.758
## agfi pgfi mfi
## 0.727 0.674 0.109
## ecvi
## 5.575modificationindices(DGS_7M_C_fit,sort = T)## lhs op rhs mi epc sepc.lv sepc.all sepc.nox
## 1295 DGS_38 ~~ DGS_71 251.326 0.752 0.752 0.550 0.550
## 122 F1 =~ DGS_57 212.121 0.583 0.583 0.513 0.513
## 170 F2 =~ DGS_44 194.887 0.870 0.870 0.584 0.584
## 1076 DGS_29 ~~ DGS_52 180.007 0.735 0.735 0.545 0.545
## 1307 DGS_45 ~~ DGS_70 177.989 1.057 1.057 0.470 0.470
## 152 F2 =~ DGS_15 141.191 0.444 0.444 0.391 0.391
## 1030 DGS_9 ~~ DGS_51 129.952 0.570 0.570 0.400 0.400
## 166 F2 =~ DGS_51 122.756 0.606 0.606 0.411 0.411
## 167 F2 =~ DGS_52 122.463 -0.605 -0.605 -0.365 -0.365
## 180 F2 =~ DGS_45 122.126 0.647 0.647 0.351 0.351
## 149 F1 =~ DGS_13 118.949 0.653 0.653 0.378 0.378
## 203 F3 =~ DGS_57 118.502 0.424 0.424 0.373 0.373
## 162 F2 =~ DGS_9 116.408 0.544 0.544 0.371 0.371
## 1306 DGS_45 ~~ DGS_67 108.893 0.765 0.765 0.380 0.380
## 249 F4 =~ DGS_52 97.376 -0.491 -0.491 -0.296 -0.296
## 264 F4 =~ DGS_13 97.138 0.613 0.613 0.355 0.355
## 1283 DGS_6 ~~ DGS_39 90.528 0.553 0.553 0.475 0.475
## 248 F4 =~ DGS_51 88.612 0.469 0.469 0.318 0.318
## 284 F5 =~ DGS_9 86.707 -0.465 -0.465 -0.317 -0.317
## 281 F5 =~ DGS_57 85.549 0.296 0.296 0.260 0.260
## 224 F3 =~ DGS_13 82.766 0.551 0.551 0.319 0.319
## 146 F1 =~ DGS_71 82.302 -0.450 -0.450 -0.335 -0.335
## 273 F5 =~ DGS_49 82.060 0.385 0.385 0.269 0.269
## 141 F1 =~ DGS_38 81.565 -0.445 -0.445 -0.330 -0.330
## 697 DGS_49 ~~ DGS_56 79.164 0.325 0.325 0.318 0.318
## 1284 DGS_6 ~~ DGS_45 71.435 -0.567 -0.567 -0.334 -0.334
## 288 F5 =~ DGS_51 68.699 -0.449 -0.449 -0.305 -0.305
## 289 F5 =~ DGS_52 68.523 0.449 0.449 0.270 0.270
## 381 DGS_4 ~~ DGS_12 68.235 0.258 0.258 0.281 0.281
## 1175 DGS_21 ~~ DGS_65 67.821 0.579 0.579 0.539 0.539
## 210 F3 =~ DGS_20 67.234 0.480 0.480 0.288 0.288
## 164 F2 =~ DGS_29 64.234 -0.438 -0.438 -0.252 -0.252
## 244 F4 =~ DGS_9 63.690 0.366 0.366 0.250 0.250
## 171 F2 =~ DGS_65 63.325 -0.585 -0.585 -0.333 -0.333
## 186 F2 =~ DGS_13 62.041 0.476 0.476 0.275 0.275
## 157 F2 =~ DGS_33 61.024 0.286 0.286 0.251 0.251
## 221 F3 =~ DGS_71 57.984 -0.418 -0.418 -0.312 -0.312
## 312 F6 =~ DGS_49 57.328 0.349 0.349 0.244 0.244
## 267 F5 =~ DGS_15 55.652 -0.249 -0.249 -0.219 -0.219
## 242 F4 =~ DGS_69 55.473 0.379 0.379 0.287 0.287
## 1043 DGS_9 ~~ DGS_39 53.842 -0.341 -0.341 -0.278 -0.278
## 320 F6 =~ DGS_57 53.677 0.247 0.247 0.217 0.217
## 158 F2 =~ DGS_49 53.509 -0.349 -0.349 -0.243 -0.243
## 144 F1 =~ DGS_67 53.222 0.410 0.410 0.252 0.252
## 1044 DGS_9 ~~ DGS_45 52.042 0.448 0.448 0.250 0.250
## 258 F4 =~ DGS_45 50.546 0.429 0.429 0.233 0.233
## 128 F1 =~ DGS_46 50.343 0.422 0.422 0.307 0.307
## 135 F1 =~ DGS_20 49.422 0.380 0.380 0.228 0.228
## 313 F6 =~ DGS_56 49.124 0.311 0.311 0.224 0.224
## 219 F3 =~ DGS_67 48.855 0.435 0.435 0.267 0.267
## 1299 DGS_39 ~~ DGS_45 48.467 -0.483 -0.483 -0.279 -0.279
## 216 F3 =~ DGS_38 47.393 -0.375 -0.375 -0.278 -0.278
## 286 F5 =~ DGS_29 45.954 0.367 0.367 0.211 0.211
## 227 F4 =~ DGS_15 45.646 0.254 0.254 0.223 0.223
## 1313 DGS_67 ~~ DGS_71 44.789 -0.361 -0.361 -0.242 -0.242
## 246 F4 =~ DGS_29 44.497 -0.332 -0.332 -0.191 -0.191
## 181 F2 =~ DGS_67 44.192 0.323 0.323 0.198 0.198
## 832 DGS_10 ~~ DGS_41 44.174 0.223 0.223 0.286 0.286
## 274 F5 =~ DGS_56 44.169 0.272 0.272 0.196 0.196
## 985 DGS_69 ~~ DGS_44 43.913 0.222 0.222 0.253 0.253
## 299 F5 =~ DGS_70 43.794 -0.430 -0.430 -0.255 -0.255
## 297 F5 =~ DGS_45 43.354 -0.476 -0.476 -0.258 -0.258
## 179 F2 =~ DGS_39 41.434 -0.294 -0.294 -0.179 -0.179
## 1149 DGS_52 ~~ DGS_45 39.602 -0.420 -0.420 -0.222 -0.222
## 1286 DGS_6 ~~ DGS_70 39.309 -0.381 -0.381 -0.252 -0.252
## 1041 DGS_9 ~~ DGS_6 38.879 -0.282 -0.282 -0.234 -0.234
## 208 F3 =~ DGS_44 38.871 0.274 0.274 0.184 0.184
## 296 F5 =~ DGS_39 36.530 0.347 0.347 0.212 0.212
## 323 F6 =~ DGS_9 36.348 -0.334 -0.334 -0.228 -0.228
## 127 F1 =~ DGS_29 34.996 -0.446 -0.446 -0.256 -0.256
## 715 DGS_49 ~~ DGS_44 34.872 -0.227 -0.227 -0.216 -0.216
## 175 F2 =~ DGS_48 34.347 -0.290 -0.290 -0.192 -0.192
## 340 F6 =~ DGS_13 33.969 0.365 0.365 0.211 0.211
## 350 F7 =~ DGS_56 33.585 0.249 0.249 0.180 0.180
## 130 F1 =~ DGS_52 32.601 -0.426 -0.426 -0.257 -0.257
## 511 DGS_17 ~~ DGS_49 32.549 -0.170 -0.170 -0.205 -0.205
## 970 DGS_57 ~~ DGS_67 31.879 0.223 0.223 0.200 0.200
## 954 DGS_57 ~~ DGS_46 31.381 0.161 0.161 0.206 0.206
## 1324 DGS_2 ~~ DGS_11 30.603 0.647 0.647 0.602 0.602
## 319 F6 =~ DGS_54 29.963 -0.220 -0.220 -0.179 -0.179
## 724 DGS_49 ~~ DGS_39 29.753 0.232 0.232 0.206 0.206
## 385 DGS_4 ~~ DGS_22 29.658 0.222 0.222 0.181 0.181
## 272 F5 =~ DGS_33 29.590 -0.178 -0.178 -0.156 -0.156
## 933 DGS_54 ~~ DGS_65 29.536 -0.252 -0.252 -0.194 -0.194
## 155 F2 =~ DGS_22 29.492 -0.260 -0.260 -0.215 -0.215
## 165 F2 =~ DGS_46 29.489 0.234 0.234 0.170 0.170
## 1201 DGS_44 ~~ DGS_67 29.454 0.260 0.260 0.202 0.202
## 924 DGS_54 ~~ DGS_9 29.406 0.225 0.225 0.186 0.186
## 240 F4 =~ DGS_54 29.158 -0.310 -0.310 -0.253 -0.253
## 1191 DGS_44 ~~ DGS_65 28.807 -0.300 -0.300 -0.245 -0.245
## 932 DGS_54 ~~ DGS_44 28.439 0.209 0.209 0.191 0.191
## 346 F7 =~ DGS_22 28.150 -0.238 -0.238 -0.197 -0.197
## 1293 DGS_38 ~~ DGS_67 28.067 -0.284 -0.284 -0.193 -0.193
## 1117 DGS_51 ~~ DGS_52 27.733 -0.284 -0.284 -0.189 -0.189
## 304 F6 =~ DGS_4 27.542 -0.258 -0.258 -0.197 -0.197
## 356 F7 =~ DGS_54 27.335 -0.237 -0.237 -0.193 -0.193
## 1238 DGS_28 ~~ DGS_68 26.058 0.276 0.276 0.277 0.277
## 124 F1 =~ DGS_72 25.960 -0.293 -0.293 -0.189 -0.189
## 364 F7 =~ DGS_51 25.957 0.272 0.272 0.184 0.184
## 737 DGS_56 ~~ DGS_54 25.850 -0.186 -0.186 -0.174 -0.174
## 1200 DGS_44 ~~ DGS_45 25.764 0.297 0.297 0.184 0.184
## 1022 DGS_72 ~~ DGS_70 25.672 0.315 0.315 0.174 0.174
## 120 F1 =~ DGS_41 25.440 -0.245 -0.245 -0.171 -0.171
## 680 DGS_33 ~~ DGS_44 24.609 0.146 0.146 0.183 0.183
## 725 DGS_49 ~~ DGS_45 24.299 -0.280 -0.280 -0.170 -0.170
## 951 DGS_57 ~~ DGS_9 23.978 -0.169 -0.169 -0.171 -0.171
## 937 DGS_54 ~~ DGS_48 23.764 -0.202 -0.202 -0.168 -0.168
## 294 F5 =~ DGS_6 23.764 0.270 0.270 0.171 0.171
## 349 F7 =~ DGS_49 23.592 0.217 0.217 0.152 0.152
## 1130 DGS_51 ~~ DGS_45 23.538 0.331 0.331 0.165 0.165
## 192 F3 =~ DGS_22 23.349 -0.301 -0.301 -0.249 -0.249
## 1097 DGS_46 ~~ DGS_52 23.246 -0.208 -0.208 -0.197 -0.197
## 716 DGS_49 ~~ DGS_65 23.109 0.219 0.219 0.176 0.176
## 1129 DGS_51 ~~ DGS_39 23.008 -0.245 -0.245 -0.178 -0.178
## 263 F4 =~ DGS_11 22.850 -0.293 -0.293 -0.163 -0.163
## 972 DGS_57 ~~ DGS_71 22.759 -0.169 -0.169 -0.164 -0.164
## 377 F7 =~ DGS_45 22.585 0.325 0.325 0.176 0.176
## 131 F1 =~ DGS_1 22.432 -0.301 -0.301 -0.179 -0.179
## 1008 DGS_72 ~~ DGS_1 22.038 0.293 0.293 0.160 0.160
## 955 DGS_57 ~~ DGS_51 21.819 -0.178 -0.178 -0.160 -0.160
## 462 DGS_12 ~~ DGS_71 21.630 -0.150 -0.150 -0.159 -0.159
## 1301 DGS_39 ~~ DGS_70 21.360 -0.291 -0.291 -0.189 -0.189
## 1199 DGS_44 ~~ DGS_39 21.356 -0.203 -0.203 -0.183 -0.183
## 767 DGS_60 ~~ DGS_10 21.355 -0.117 -0.117 -0.180 -0.180
## 133 F1 =~ DGS_44 21.295 0.233 0.233 0.156 0.156
## 309 F6 =~ DGS_22 21.226 -0.213 -0.213 -0.177 -0.177
## 182 F2 =~ DGS_70 21.189 0.242 0.242 0.144 0.144
## 562 DGS_19 ~~ DGS_27 20.971 0.156 0.156 0.163 0.163
## 257 F4 =~ DGS_39 20.906 -0.215 -0.215 -0.131 -0.131
## 1170 DGS_1 ~~ DGS_71 20.686 0.260 0.260 0.155 0.155
## 1046 DGS_9 ~~ DGS_70 20.664 0.253 0.253 0.159 0.159
## 365 F7 =~ DGS_52 20.524 -0.241 -0.241 -0.146 -0.146
## 148 F1 =~ DGS_11 20.375 -0.269 -0.269 -0.150 -0.150
## 360 F7 =~ DGS_9 20.306 0.221 0.221 0.151 0.151
## 183 F2 =~ DGS_71 20.187 -0.194 -0.194 -0.145 -0.145
## 431 DGS_12 ~~ DGS_56 19.953 -0.126 -0.126 -0.158 -0.158
## 307 F6 =~ DGS_17 19.854 -0.161 -0.161 -0.140 -0.140
## 169 F2 =~ DGS_21 19.645 -0.325 -0.325 -0.190 -0.190
## 1205 DGS_44 ~~ DGS_11 19.531 -0.211 -0.211 -0.180 -0.180
## 669 DGS_33 ~~ DGS_57 19.443 0.107 0.107 0.155 0.155
## 1214 DGS_65 ~~ DGS_39 19.375 0.228 0.228 0.174 0.174
## 508 DGS_17 ~~ DGS_22 19.337 0.131 0.131 0.152 0.152
## 1325 DGS_2 ~~ DGS_13 19.086 -0.336 -0.336 -0.252 -0.252
## 121 F1 =~ DGS_54 18.997 -0.207 -0.207 -0.169 -0.169
## 154 F2 =~ DGS_19 18.965 -0.186 -0.186 -0.153 -0.153
## 1285 DGS_6 ~~ DGS_67 18.838 -0.250 -0.250 -0.185 -0.185
## 1039 DGS_9 ~~ DGS_48 18.829 -0.193 -0.193 -0.154 -0.154
## 1215 DGS_65 ~~ DGS_45 18.666 -0.299 -0.299 -0.156 -0.156
## 1075 DGS_29 ~~ DGS_51 18.525 -0.231 -0.231 -0.161 -0.161
## 578 DGS_19 ~~ DGS_39 18.193 0.163 0.163 0.159 0.159
## 1111 DGS_46 ~~ DGS_67 18.079 0.180 0.180 0.159 0.159
## 550 DGS_19 ~~ DGS_49 17.869 0.144 0.144 0.148 0.148
## 569 DGS_19 ~~ DGS_44 17.841 -0.146 -0.146 -0.153 -0.153
## 1100 DGS_46 ~~ DGS_44 17.646 0.147 0.147 0.162 0.162
## 218 F3 =~ DGS_45 17.581 0.312 0.312 0.170 0.170
## 266 F5 =~ DGS_12 17.526 -0.137 -0.137 -0.129 -0.129
## 835 DGS_10 ~~ DGS_69 17.511 -0.125 -0.125 -0.195 -0.195
## 480 DGS_15 ~~ DGS_69 17.486 0.106 0.106 0.152 0.152
## 430 DGS_12 ~~ DGS_49 17.177 -0.121 -0.121 -0.146 -0.146
## 211 F3 =~ DGS_28 17.154 -0.201 -0.201 -0.126 -0.126
## 305 F6 =~ DGS_12 17.131 -0.147 -0.147 -0.139 -0.139
## 487 DGS_15 ~~ DGS_52 17.014 -0.142 -0.142 -0.148 -0.148
## 1018 DGS_72 ~~ DGS_38 16.994 0.209 0.209 0.140 0.140
## 1174 DGS_21 ~~ DGS_44 16.828 -0.246 -0.246 -0.271 -0.271
## 707 DGS_49 ~~ DGS_9 16.686 -0.167 -0.167 -0.143 -0.143
## 1136 DGS_51 ~~ DGS_13 16.683 0.254 0.254 0.141 0.141
## 594 DGS_22 ~~ DGS_41 16.624 -0.158 -0.158 -0.140 -0.140
## 967 DGS_57 ~~ DGS_38 16.578 -0.143 -0.143 -0.140 -0.140
## 942 DGS_54 ~~ DGS_45 16.538 0.235 0.235 0.137 0.137
## 1020 DGS_72 ~~ DGS_45 16.412 0.282 0.282 0.138 0.138
## 1265 DGS_48 ~~ DGS_45 16.031 -0.248 -0.248 -0.140 -0.140
## 519 DGS_17 ~~ DGS_57 15.873 0.098 0.098 0.140 0.140
## 1216 DGS_65 ~~ DGS_67 15.777 -0.226 -0.226 -0.148 -0.148
## 1012 DGS_72 ~~ DGS_20 15.572 -0.234 -0.234 -0.135 -0.135
## 605 DGS_22 ~~ DGS_1 15.521 -0.203 -0.203 -0.132 -0.132
## 470 DGS_15 ~~ DGS_33 15.438 0.090 0.090 0.142 0.142
## 230 F4 =~ DGS_22 15.392 -0.189 -0.189 -0.156 -0.156
## 290 F5 =~ DGS_1 15.296 -0.201 -0.201 -0.119 -0.119
## 1132 DGS_51 ~~ DGS_70 15.268 0.239 0.239 0.134 0.134
## 136 F1 =~ DGS_28 15.258 -0.175 -0.175 -0.109 -0.109
## 720 DGS_49 ~~ DGS_48 15.239 0.159 0.159 0.138 0.138
## 457 DGS_12 ~~ DGS_38 15.213 -0.125 -0.125 -0.134 -0.134
## 769 DGS_60 ~~ DGS_41 15.200 -0.127 -0.127 -0.138 -0.138
## 247 F4 =~ DGS_46 15.115 0.152 0.152 0.111 0.111
## 941 DGS_54 ~~ DGS_39 15.071 -0.168 -0.168 -0.143 -0.143
## 159 F2 =~ DGS_56 14.926 -0.177 -0.177 -0.127 -0.127
## 1148 DGS_52 ~~ DGS_39 14.915 0.193 0.193 0.149 0.149
## 432 DGS_12 ~~ DGS_60 14.801 -0.096 -0.096 -0.137 -0.137
## 485 DGS_15 ~~ DGS_46 14.778 0.102 0.102 0.142 0.142
## 123 F1 =~ DGS_69 14.775 0.161 0.161 0.122 0.122
## 777 DGS_60 ~~ DGS_46 14.762 0.111 0.111 0.143 0.143
## 732 DGS_56 ~~ DGS_60 14.590 0.119 0.119 0.138 0.138
## 213 F3 =~ DGS_48 14.533 -0.201 -0.201 -0.133 -0.133
## 957 DGS_57 ~~ DGS_1 14.351 -0.163 -0.163 -0.131 -0.131
## 1303 DGS_39 ~~ DGS_2 14.324 -0.178 -0.178 -0.175 -0.175
## 1227 DGS_20 ~~ DGS_38 14.261 -0.204 -0.204 -0.130 -0.130
## 709 DGS_49 ~~ DGS_29 13.991 0.161 0.161 0.137 0.137
## 531 DGS_17 ~~ DGS_65 13.954 -0.133 -0.133 -0.138 -0.138
## 126 F1 =~ DGS_27 13.924 0.243 0.243 0.165 0.165
## 177 F2 =~ DGS_6 13.834 -0.164 -0.164 -0.104 -0.104
## 1031 DGS_9 ~~ DGS_52 13.733 -0.185 -0.185 -0.138 -0.138
## 1002 DGS_72 ~~ DGS_9 13.711 0.185 0.185 0.128 0.128
## 178 F2 =~ DGS_38 13.597 -0.158 -0.158 -0.117 -0.117
## 223 F3 =~ DGS_11 13.594 -0.222 -0.222 -0.123 -0.123
## 973 DGS_57 ~~ DGS_2 13.304 -0.127 -0.127 -0.155 -0.155
## 1125 DGS_51 ~~ DGS_48 13.286 -0.178 -0.178 -0.126 -0.126
## 460 DGS_12 ~~ DGS_67 13.115 0.130 0.130 0.128 0.128
## 1023 DGS_72 ~~ DGS_71 13.106 0.186 0.186 0.123 0.123
## 959 DGS_57 ~~ DGS_44 13.106 0.118 0.118 0.132 0.132
## 1102 DGS_46 ~~ DGS_20 13.083 0.159 0.159 0.133 0.133
## 1165 DGS_1 ~~ DGS_38 13.065 0.205 0.205 0.123 0.123
## 206 F3 =~ DGS_1 13.023 -0.203 -0.203 -0.120 -0.120
## 1291 DGS_38 ~~ DGS_39 12.923 -0.182 -0.182 -0.144 -0.144
## 661 DGS_33 ~~ DGS_49 12.807 -0.105 -0.105 -0.129 -0.129
## 232 F4 =~ DGS_33 12.773 0.131 0.131 0.115 0.115
## 491 DGS_15 ~~ DGS_65 12.761 -0.127 -0.127 -0.131 -0.131
## 726 DGS_49 ~~ DGS_67 12.526 -0.165 -0.165 -0.126 -0.126
## 341 F7 =~ DGS_4 12.498 -0.168 -0.168 -0.128 -0.128
## 449 DGS_12 ~~ DGS_44 12.441 0.105 0.105 0.128 0.128
## 1195 DGS_44 ~~ DGS_48 12.365 -0.148 -0.148 -0.130 -0.130
## 1011 DGS_72 ~~ DGS_65 12.319 -0.196 -0.196 -0.126 -0.126
## 541 DGS_17 ~~ DGS_67 12.318 0.128 0.128 0.125 0.125
## 514 DGS_17 ~~ DGS_75 12.306 -0.099 -0.099 -0.124 -0.124
## 1042 DGS_9 ~~ DGS_38 12.157 0.158 0.158 0.121 0.121
## 722 DGS_49 ~~ DGS_6 12.057 0.143 0.143 0.130 0.130
## 280 F5 =~ DGS_54 12.005 -0.132 -0.132 -0.108 -0.108
## 961 DGS_57 ~~ DGS_20 11.988 0.142 0.142 0.120 0.120
## 1019 DGS_72 ~~ DGS_39 11.934 -0.180 -0.180 -0.128 -0.128
## 187 F3 =~ DGS_4 11.871 -0.228 -0.228 -0.174 -0.174
## 151 F2 =~ DGS_12 11.839 0.126 0.126 0.119 0.119
## 391 DGS_4 ~~ DGS_75 11.789 0.132 0.132 0.116 0.116
## 253 F4 =~ DGS_48 11.748 -0.171 -0.171 -0.113 -0.113
## 1141 DGS_52 ~~ DGS_20 11.724 0.195 0.195 0.122 0.122
## 172 F2 =~ DGS_20 11.715 0.166 0.166 0.100 0.100
## 1226 DGS_20 ~~ DGS_6 11.686 0.183 0.183 0.127 0.127
## 617 DGS_22 ~~ DGS_45 11.594 -0.196 -0.196 -0.114 -0.114
## 836 DGS_10 ~~ DGS_72 11.571 0.131 0.131 0.137 0.137
## 838 DGS_10 ~~ DGS_27 11.524 -0.103 -0.103 -0.135 -0.135
## 662 DGS_33 ~~ DGS_56 11.479 -0.095 -0.095 -0.123 -0.123
## 690 DGS_33 ~~ DGS_45 11.424 0.147 0.147 0.118 0.118
## 1048 DGS_9 ~~ DGS_2 11.265 0.151 0.151 0.143 0.143
## 1169 DGS_1 ~~ DGS_70 11.186 0.232 0.232 0.115 0.115
## 150 F2 =~ DGS_4 11.135 -0.169 -0.169 -0.129 -0.129
## 1146 DGS_52 ~~ DGS_6 11.133 0.162 0.162 0.128 0.128
## 893 DGS_41 ~~ DGS_57 11.098 -0.111 -0.111 -0.121 -0.121
## 860 DGS_10 ~~ DGS_11 11.039 0.122 0.122 0.143 0.143
## 140 F1 =~ DGS_6 11.023 0.171 0.171 0.109 0.109
## 475 DGS_15 ~~ DGS_10 10.994 0.077 0.077 0.128 0.128
## 552 DGS_19 ~~ DGS_60 10.967 -0.096 -0.096 -0.117 -0.117
## 1006 DGS_72 ~~ DGS_51 10.952 0.182 0.182 0.112 0.112
## 896 DGS_41 ~~ DGS_9 10.788 0.137 0.137 0.116 0.116
## 484 DGS_15 ~~ DGS_29 10.744 -0.110 -0.110 -0.121 -0.121
## 570 DGS_19 ~~ DGS_65 10.655 0.133 0.133 0.118 0.118
## 1000 DGS_69 ~~ DGS_11 10.637 -0.131 -0.131 -0.132 -0.132
## 1312 DGS_67 ~~ DGS_70 10.620 0.215 0.215 0.120 0.120
## 819 DGS_75 ~~ DGS_48 10.605 0.126 0.126 0.113 0.113
## 376 F7 =~ DGS_39 10.502 -0.175 -0.175 -0.106 -0.106
## 756 DGS_56 ~~ DGS_6 10.428 0.128 0.128 0.121 0.121
## 1034 DGS_9 ~~ DGS_44 10.425 0.136 0.136 0.119 0.119
## 415 DGS_4 ~~ DGS_38 10.355 -0.144 -0.144 -0.108 -0.108
## 490 DGS_15 ~~ DGS_44 10.352 0.097 0.097 0.118 0.118
## 749 DGS_56 ~~ DGS_44 10.328 -0.119 -0.119 -0.118 -0.118
## 308 F6 =~ DGS_19 10.325 0.133 0.133 0.109 0.109
## 199 F3 =~ DGS_10 10.272 -0.123 -0.123 -0.092 -0.092
## 239 F4 =~ DGS_41 10.093 -0.187 -0.187 -0.130 -0.130
## 325 F6 =~ DGS_29 10.056 0.191 0.191 0.110 0.110
## 1326 DGS_11 ~~ DGS_13 9.990 -0.249 -0.249 -0.152 -0.152
## 620 DGS_22 ~~ DGS_71 9.913 -0.134 -0.134 -0.105 -0.105
## 471 DGS_15 ~~ DGS_49 9.712 -0.093 -0.093 -0.112 -0.112
## 703 DGS_49 ~~ DGS_54 9.710 -0.118 -0.118 -0.106 -0.106
## 561 DGS_19 ~~ DGS_9 9.709 -0.114 -0.114 -0.108 -0.108
## 744 DGS_56 ~~ DGS_46 9.580 -0.101 -0.101 -0.114 -0.114
## 118 F1 =~ DGS_10 9.576 -0.123 -0.123 -0.092 -0.092
## 537 DGS_17 ~~ DGS_6 9.509 -0.099 -0.099 -0.116 -0.116
## 571 DGS_19 ~~ DGS_20 9.504 0.134 0.134 0.106 0.106
## 303 F5 =~ DGS_13 9.477 0.177 0.177 0.102 0.102
## 447 DGS_12 ~~ DGS_1 9.477 -0.121 -0.121 -0.105 -0.105
## 674 DGS_33 ~~ DGS_29 9.435 -0.101 -0.101 -0.114 -0.114
## 579 DGS_19 ~~ DGS_45 9.405 -0.156 -0.156 -0.105 -0.105
## 576 DGS_19 ~~ DGS_6 9.303 0.113 0.113 0.113 0.113
## 269 F5 =~ DGS_19 9.241 0.116 0.116 0.095 0.095
## 1233 DGS_20 ~~ DGS_2 9.183 -0.162 -0.162 -0.128 -0.128
## 914 DGS_41 ~~ DGS_45 9.172 0.176 0.176 0.106 0.106
## 1013 DGS_72 ~~ DGS_28 9.159 0.141 0.141 0.115 0.115
## 1015 DGS_72 ~~ DGS_48 9.077 -0.150 -0.150 -0.105 -0.105
## 1168 DGS_1 ~~ DGS_67 9.069 -0.191 -0.191 -0.106 -0.106
## 1159 DGS_1 ~~ DGS_20 9.064 -0.199 -0.199 -0.104 -0.104
## 513 DGS_17 ~~ DGS_60 8.943 0.076 0.076 0.109 0.109
## 347 F7 =~ DGS_32 8.908 0.121 0.121 0.095 0.095
## 225 F4 =~ DGS_4 8.780 -0.151 -0.151 -0.115 -0.115
## 1317 DGS_70 ~~ DGS_71 8.773 0.173 0.173 0.104 0.104
## 468 DGS_15 ~~ DGS_22 8.756 -0.088 -0.088 -0.102 -0.102
## 852 DGS_10 ~~ DGS_6 8.743 -0.097 -0.097 -0.123 -0.123
## 625 DGS_32 ~~ DGS_49 8.714 0.102 0.102 0.105 0.105
## 1203 DGS_44 ~~ DGS_71 8.663 -0.127 -0.127 -0.106 -0.106
## 1074 DGS_29 ~~ DGS_46 8.580 -0.129 -0.129 -0.128 -0.128
## 679 DGS_33 ~~ DGS_21 8.556 -0.087 -0.087 -0.125 -0.125
## 512 DGS_17 ~~ DGS_56 8.514 -0.084 -0.084 -0.105 -0.105
## 547 DGS_19 ~~ DGS_22 8.507 0.100 0.100 0.098 0.098
## 1232 DGS_20 ~~ DGS_71 8.403 -0.158 -0.158 -0.099 -0.099
## 1264 DGS_48 ~~ DGS_39 8.381 0.134 0.134 0.110 0.110
## 510 DGS_17 ~~ DGS_33 8.352 0.066 0.066 0.105 0.105
## 435 DGS_12 ~~ DGS_26 8.332 0.071 0.071 0.103 0.103
## 333 F6 =~ DGS_20 8.332 0.182 0.182 0.109 0.109
## 950 DGS_57 ~~ DGS_72 8.275 -0.113 -0.113 -0.100 -0.100
## 962 DGS_57 ~~ DGS_28 8.269 -0.093 -0.093 -0.111 -0.111
## 1017 DGS_72 ~~ DGS_6 8.267 -0.145 -0.145 -0.106 -0.106
## 388 DGS_4 ~~ DGS_49 8.201 -0.116 -0.116 -0.098 -0.098
## 233 F4 =~ DGS_49 8.154 -0.137 -0.137 -0.095 -0.095
## 500 DGS_15 ~~ DGS_45 8.064 0.126 0.126 0.098 0.098
## 129 F1 =~ DGS_51 8.058 0.209 0.209 0.142 0.142
## 675 DGS_33 ~~ DGS_46 8.003 0.073 0.073 0.105 0.105
## 691 DGS_33 ~~ DGS_67 7.992 0.101 0.101 0.101 0.101
## 574 DGS_19 ~~ DGS_48 7.984 0.103 0.103 0.099 0.099
## 1083 DGS_29 ~~ DGS_35 7.967 0.129 0.129 0.111 0.111
## 565 DGS_19 ~~ DGS_51 7.916 -0.113 -0.113 -0.096 -0.096
## 1273 DGS_68 ~~ DGS_38 7.906 0.127 0.127 0.104 0.104
## 185 F2 =~ DGS_11 7.877 -0.167 -0.167 -0.093 -0.093
## 765 DGS_56 ~~ DGS_13 7.788 0.139 0.139 0.098 0.098
## 344 F7 =~ DGS_17 7.767 -0.098 -0.098 -0.085 -0.085
## 509 DGS_17 ~~ DGS_32 7.759 0.075 0.075 0.100 0.100
## 1064 DGS_27 ~~ DGS_6 7.676 0.116 0.116 0.107 0.107
## 433 DGS_12 ~~ DGS_75 7.661 0.077 0.077 0.096 0.096
## 405 DGS_4 ~~ DGS_1 7.656 -0.151 -0.151 -0.093 -0.093
## 1218 DGS_65 ~~ DGS_71 7.601 0.141 0.141 0.099 0.099
## 706 DGS_49 ~~ DGS_72 7.536 -0.125 -0.125 -0.095 -0.095
## 1050 DGS_9 ~~ DGS_13 7.518 0.155 0.155 0.096 0.096
## 1289 DGS_6 ~~ DGS_11 7.413 -0.139 -0.139 -0.113 -0.113
## 161 F2 =~ DGS_75 7.405 -0.123 -0.123 -0.096 -0.096
## 1089 DGS_29 ~~ DGS_45 7.320 -0.177 -0.177 -0.098 -0.098
## 243 F4 =~ DGS_72 7.280 -0.187 -0.187 -0.121 -0.121
## 201 F3 =~ DGS_41 7.270 -0.128 -0.128 -0.089 -0.089
## 1190 DGS_21 ~~ DGS_13 7.264 0.146 0.146 0.114 0.114
## 143 F1 =~ DGS_45 7.262 0.181 0.181 0.099 0.099
## 505 DGS_15 ~~ DGS_11 7.239 -0.097 -0.097 -0.105 -0.105
## 712 DGS_49 ~~ DGS_52 7.238 0.118 0.118 0.096 0.096
## 688 DGS_33 ~~ DGS_38 7.227 -0.085 -0.085 -0.094 -0.094
## 1270 DGS_48 ~~ DGS_11 7.178 0.150 0.150 0.117 0.117
## 259 F4 =~ DGS_67 7.169 0.134 0.134 0.082 0.082
## 1222 DGS_20 ~~ DGS_28 7.146 -0.145 -0.145 -0.113 -0.113
## 975 DGS_57 ~~ DGS_13 7.144 0.117 0.117 0.093 0.093
## 945 DGS_54 ~~ DGS_71 7.103 -0.114 -0.114 -0.090 -0.090
## 374 F7 =~ DGS_6 7.083 -0.138 -0.138 -0.088 -0.088
## 1120 DGS_51 ~~ DGS_44 7.075 0.123 0.123 0.096 0.096
## 250 F4 =~ DGS_20 7.047 0.131 0.131 0.079 0.079
## 1032 DGS_9 ~~ DGS_1 7.036 0.148 0.148 0.092 0.092
## 762 DGS_56 ~~ DGS_71 7.029 0.107 0.107 0.091 0.091
## 293 F5 =~ DGS_65 7.003 0.124 0.124 0.071 0.071
## 1103 DGS_46 ~~ DGS_28 6.981 -0.091 -0.091 -0.108 -0.108
## 163 F2 =~ DGS_27 6.980 -0.126 -0.126 -0.086 -0.086
## 209 F3 =~ DGS_65 6.924 -0.137 -0.137 -0.078 -0.078
## 1197 DGS_44 ~~ DGS_6 6.917 -0.112 -0.112 -0.103 -0.103
## 824 DGS_75 ~~ DGS_45 6.904 -0.142 -0.142 -0.090 -0.090
## 518 DGS_17 ~~ DGS_54 6.898 0.078 0.078 0.090 0.090
## 764 DGS_56 ~~ DGS_11 6.849 0.116 0.116 0.102 0.102
## 600 DGS_22 ~~ DGS_27 6.822 0.100 0.100 0.091 0.091
## 342 F7 =~ DGS_12 6.730 -0.089 -0.089 -0.084 -0.084
## 815 DGS_75 ~~ DGS_65 6.685 0.112 0.112 0.093 0.093
## 420 DGS_4 ~~ DGS_71 6.677 -0.116 -0.116 -0.087 -0.087
## 195 F3 =~ DGS_49 6.656 0.161 0.161 0.112 0.112
## 1070 DGS_27 ~~ DGS_71 6.618 -0.109 -0.109 -0.091 -0.091
## 530 DGS_17 ~~ DGS_44 6.617 0.077 0.077 0.095 0.095
## 731 DGS_49 ~~ DGS_13 6.616 0.133 0.133 0.090 0.090
## 837 DGS_10 ~~ DGS_9 6.596 0.083 0.083 0.100 0.100
## 153 F2 =~ DGS_17 6.581 0.096 0.096 0.083 0.083
## 591 DGS_22 ~~ DGS_75 6.562 0.093 0.093 0.086 0.086
## 705 DGS_49 ~~ DGS_69 6.548 -0.083 -0.083 -0.093 -0.093
## 1061 DGS_27 ~~ DGS_35 6.478 -0.103 -0.103 -0.098 -0.098
## 1185 DGS_21 ~~ DGS_67 6.392 -0.123 -0.123 -0.109 -0.109
## 711 DGS_49 ~~ DGS_51 6.341 -0.113 -0.113 -0.086 -0.086
## 324 F6 =~ DGS_27 6.185 0.130 0.130 0.089 0.089
## 676 DGS_33 ~~ DGS_51 6.184 0.085 0.085 0.086 0.086
## 1139 DGS_52 ~~ DGS_44 6.169 -0.112 -0.112 -0.093 -0.093
## 147 F1 =~ DGS_2 6.138 -0.142 -0.142 -0.085 -0.085
## 145 F1 =~ DGS_70 6.127 -0.150 -0.150 -0.089 -0.089
## 889 DGS_26 ~~ DGS_2 6.121 0.087 0.087 0.108 0.108
## 279 F5 =~ DGS_41 6.120 -0.096 -0.096 -0.067 -0.067
## 806 DGS_75 ~~ DGS_9 6.111 -0.096 -0.096 -0.086 -0.086
## 426 DGS_12 ~~ DGS_19 6.072 0.065 0.065 0.086 0.086
## 780 DGS_60 ~~ DGS_1 6.071 0.107 0.107 0.086 0.086
## 677 DGS_33 ~~ DGS_52 6.059 -0.083 -0.083 -0.089 -0.089
## 1271 DGS_48 ~~ DGS_13 6.051 -0.143 -0.143 -0.089 -0.089
## 387 DGS_4 ~~ DGS_33 5.989 -0.076 -0.076 -0.085 -0.085
## 798 DGS_60 ~~ DGS_13 5.955 0.107 0.107 0.086 0.086
## 354 F7 =~ DGS_26 5.927 0.095 0.095 0.075 0.075
## 389 DGS_4 ~~ DGS_56 5.912 -0.094 -0.094 -0.084 -0.084
## 923 DGS_54 ~~ DGS_72 5.897 0.114 0.114 0.082 0.082
## 1155 DGS_52 ~~ DGS_13 5.891 -0.147 -0.147 -0.087 -0.087
## 427 DGS_12 ~~ DGS_22 5.832 0.071 0.071 0.082 0.082
## 539 DGS_17 ~~ DGS_39 5.826 -0.080 -0.080 -0.092 -0.092
## 409 DGS_4 ~~ DGS_20 5.826 0.126 0.126 0.082 0.082
## 445 DGS_12 ~~ DGS_51 5.814 0.084 0.084 0.082 0.082
## 1311 DGS_45 ~~ DGS_13 5.782 0.189 0.189 0.083 0.083
## 1161 DGS_1 ~~ DGS_35 5.764 -0.130 -0.130 -0.089 -0.089
## 332 F6 =~ DGS_65 5.758 0.121 0.121 0.069 0.069
## 260 F4 =~ DGS_70 5.757 0.130 0.130 0.077 0.077
## 428 DGS_12 ~~ DGS_32 5.722 -0.064 -0.064 -0.084 -0.084
## 429 DGS_12 ~~ DGS_33 5.701 0.054 0.054 0.085 0.085
## 399 DGS_4 ~~ DGS_9 5.644 -0.104 -0.104 -0.081 -0.081
## 894 DGS_41 ~~ DGS_69 5.569 -0.083 -0.083 -0.091 -0.091
## 1267 DGS_48 ~~ DGS_70 5.522 -0.130 -0.130 -0.083 -0.083
## 1196 DGS_44 ~~ DGS_68 5.425 0.098 0.098 0.092 0.092
## 379 F7 =~ DGS_70 5.382 0.143 0.143 0.085 0.085
## 1294 DGS_38 ~~ DGS_70 5.367 0.134 0.134 0.082 0.082
## 473 DGS_15 ~~ DGS_60 5.358 -0.059 -0.059 -0.084 -0.084
## 417 DGS_4 ~~ DGS_45 5.345 -0.141 -0.141 -0.078 -0.078
## 456 DGS_12 ~~ DGS_6 5.340 -0.074 -0.074 -0.086 -0.086
## 549 DGS_19 ~~ DGS_33 5.294 -0.060 -0.060 -0.082 -0.082
## 351 F7 =~ DGS_60 5.288 -0.088 -0.088 -0.070 -0.070
## 301 F5 =~ DGS_2 5.278 -0.123 -0.123 -0.074 -0.074
## 981 DGS_69 ~~ DGS_51 5.277 0.089 0.089 0.082 0.082
## 1150 DGS_52 ~~ DGS_67 5.233 -0.125 -0.125 -0.083 -0.083
## 368 F7 =~ DGS_44 5.223 -0.111 -0.111 -0.074 -0.074
## 1261 DGS_48 ~~ DGS_68 5.175 -0.108 -0.108 -0.092 -0.092
## 1028 DGS_9 ~~ DGS_29 5.168 -0.114 -0.114 -0.089 -0.089
## 1127 DGS_51 ~~ DGS_6 5.154 -0.113 -0.113 -0.083 -0.083
## 1245 DGS_28 ~~ DGS_71 5.153 0.097 0.097 0.086 0.086
## 316 F6 =~ DGS_10 5.129 -0.075 -0.075 -0.056 -0.056
## 160 F2 =~ DGS_60 5.093 -0.092 -0.092 -0.073 -0.073
## 1144 DGS_52 ~~ DGS_48 5.075 0.108 0.108 0.081 0.081
## 757 DGS_56 ~~ DGS_38 5.061 0.090 0.090 0.078 0.078
## 287 F5 =~ DGS_46 5.057 -0.096 -0.096 -0.070 -0.070
## 1177 DGS_21 ~~ DGS_28 5.053 0.090 0.090 0.106 0.106
## 555 DGS_19 ~~ DGS_26 5.029 -0.064 -0.064 -0.080 -0.080
## 971 DGS_57 ~~ DGS_70 5.017 -0.097 -0.097 -0.078 -0.078
## 1166 DGS_1 ~~ DGS_39 5.005 -0.130 -0.130 -0.083 -0.083
## 1269 DGS_48 ~~ DGS_2 4.921 0.118 0.118 0.113 0.113
## 968 DGS_57 ~~ DGS_39 4.915 0.080 0.080 0.083 0.083
## 1231 DGS_20 ~~ DGS_70 4.895 -0.146 -0.146 -0.077 -0.077
## 472 DGS_15 ~~ DGS_56 4.886 -0.063 -0.063 -0.079 -0.079
## 568 DGS_19 ~~ DGS_21 4.882 0.077 0.077 0.092 0.092
## 1151 DGS_52 ~~ DGS_70 4.864 -0.132 -0.132 -0.078 -0.078
## 255 F4 =~ DGS_6 4.858 -0.100 -0.100 -0.064 -0.064
## 895 DGS_41 ~~ DGS_72 4.846 0.105 0.105 0.078 0.078
## 693 DGS_33 ~~ DGS_71 4.834 -0.070 -0.070 -0.076 -0.076
## 793 DGS_60 ~~ DGS_67 4.714 0.086 0.086 0.078 0.078
## 728 DGS_49 ~~ DGS_71 4.696 0.091 0.091 0.075 0.075
## 714 DGS_49 ~~ DGS_21 4.666 0.084 0.084 0.091 0.091
## 802 DGS_75 ~~ DGS_54 4.662 -0.078 -0.078 -0.073 -0.073
## 1098 DGS_46 ~~ DGS_1 4.634 -0.099 -0.099 -0.078 -0.078
## 727 DGS_49 ~~ DGS_70 4.632 -0.109 -0.109 -0.075 -0.075
## 1262 DGS_48 ~~ DGS_6 4.611 0.097 0.097 0.081 0.081
## 791 DGS_60 ~~ DGS_39 4.608 -0.078 -0.078 -0.081 -0.081
## 465 DGS_12 ~~ DGS_13 4.607 -0.086 -0.086 -0.075 -0.075
## 1108 DGS_46 ~~ DGS_38 4.599 -0.081 -0.081 -0.078 -0.078
## 1202 DGS_44 ~~ DGS_70 4.581 0.112 0.112 0.078 0.078
## 940 DGS_54 ~~ DGS_38 4.548 -0.090 -0.090 -0.072 -0.072
## 198 F3 =~ DGS_75 4.547 -0.126 -0.126 -0.099 -0.099
## 628 DGS_32 ~~ DGS_75 4.536 -0.070 -0.070 -0.074 -0.074
## 615 DGS_22 ~~ DGS_38 4.506 -0.089 -0.089 -0.071 -0.071
## 1198 DGS_44 ~~ DGS_38 4.500 -0.091 -0.091 -0.077 -0.077
## 1003 DGS_72 ~~ DGS_27 4.497 -0.098 -0.098 -0.075 -0.075
## 1182 DGS_21 ~~ DGS_38 4.496 0.092 0.092 0.089 0.089
## 283 F5 =~ DGS_72 4.479 -0.097 -0.097 -0.063 -0.063
## 754 DGS_56 ~~ DGS_48 4.429 0.082 0.082 0.074 0.074
## 616 DGS_22 ~~ DGS_39 4.426 0.091 0.091 0.077 0.077
## 1212 DGS_65 ~~ DGS_6 4.423 0.106 0.106 0.082 0.082
## 603 DGS_22 ~~ DGS_51 4.403 -0.095 -0.095 -0.070 -0.070
## 1086 DGS_29 ~~ DGS_6 4.399 0.100 0.100 0.083 0.083
## 1001 DGS_69 ~~ DGS_13 4.314 0.093 0.093 0.076 0.076
## 993 DGS_69 ~~ DGS_38 4.312 -0.075 -0.075 -0.075 -0.075
## 270 F5 =~ DGS_22 4.308 -0.089 -0.089 -0.073 -0.073
## 1065 DGS_27 ~~ DGS_38 4.301 -0.087 -0.087 -0.074 -0.074
## 327 F6 =~ DGS_51 4.257 -0.124 -0.124 -0.084 -0.084
## 848 DGS_10 ~~ DGS_28 4.229 0.062 0.062 0.089 0.089
## 1282 DGS_6 ~~ DGS_38 4.228 0.101 0.101 0.081 0.081
## 535 DGS_17 ~~ DGS_48 4.220 -0.065 -0.065 -0.073 -0.073
## 543 DGS_17 ~~ DGS_71 4.205 -0.067 -0.067 -0.071 -0.071
## 1133 DGS_51 ~~ DGS_71 4.188 0.103 0.103 0.069 0.069
## 495 DGS_15 ~~ DGS_48 4.164 -0.065 -0.065 -0.072 -0.072
## 1035 DGS_9 ~~ DGS_65 4.155 -0.102 -0.102 -0.075 -0.075
## 1259 DGS_35 ~~ DGS_11 4.133 -0.100 -0.100 -0.085 -0.085
## 891 DGS_26 ~~ DGS_13 4.091 -0.090 -0.090 -0.073 -0.073
## 442 DGS_12 ~~ DGS_27 4.090 0.059 0.059 0.072 0.072
## 452 DGS_12 ~~ DGS_28 4.020 -0.059 -0.059 -0.077 -0.077
## 1134 DGS_51 ~~ DGS_2 3.984 0.098 0.098 0.083 0.083
## 743 DGS_56 ~~ DGS_29 3.940 0.082 0.082 0.073 0.073
## 1036 DGS_9 ~~ DGS_20 3.939 -0.105 -0.105 -0.069 -0.069
## 1113 DGS_46 ~~ DGS_71 3.921 -0.075 -0.075 -0.072 -0.072
## 338 F6 =~ DGS_2 3.900 -0.117 -0.117 -0.070 -0.070
## 681 DGS_33 ~~ DGS_65 3.888 -0.069 -0.069 -0.073 -0.073
## 795 DGS_60 ~~ DGS_71 3.887 -0.070 -0.070 -0.068 -0.068
## 382 DGS_4 ~~ DGS_15 3.862 -0.062 -0.062 -0.068 -0.068
## 1221 DGS_65 ~~ DGS_13 3.853 0.124 0.124 0.072 0.072
## 306 F6 =~ DGS_15 3.847 -0.071 -0.071 -0.063 -0.063
## 268 F5 =~ DGS_17 3.824 -0.065 -0.065 -0.056 -0.056
## 1225 DGS_20 ~~ DGS_68 3.820 -0.111 -0.111 -0.079 -0.079
## 1101 DGS_46 ~~ DGS_65 3.819 -0.081 -0.081 -0.075 -0.075
## 215 F3 =~ DGS_6 3.813 0.112 0.112 0.071 0.071
## 635 DGS_32 ~~ DGS_72 3.793 -0.081 -0.081 -0.067 -0.067
## 804 DGS_75 ~~ DGS_69 3.791 -0.060 -0.060 -0.070 -0.070
## 401 DGS_4 ~~ DGS_29 3.790 -0.090 -0.090 -0.070 -0.070
## 1115 DGS_46 ~~ DGS_11 3.779 -0.081 -0.081 -0.080 -0.080
## 419 DGS_4 ~~ DGS_70 3.775 -0.106 -0.106 -0.066 -0.066
## 747 DGS_56 ~~ DGS_1 3.761 0.095 0.095 0.067 0.067
## 1110 DGS_46 ~~ DGS_45 3.754 0.100 0.100 0.071 0.071
## 503 DGS_15 ~~ DGS_71 3.751 -0.064 -0.064 -0.067 -0.067
## 1213 DGS_65 ~~ DGS_38 3.737 0.098 0.098 0.070 0.070
## 422 DGS_4 ~~ DGS_11 3.735 -0.096 -0.096 -0.073 -0.073
## 295 F5 =~ DGS_38 3.688 -0.101 -0.101 -0.075 -0.075
## 400 DGS_4 ~~ DGS_27 3.672 0.078 0.078 0.067 0.067
## 236 F4 =~ DGS_75 3.628 -0.086 -0.086 -0.068 -0.068
## 1158 DGS_1 ~~ DGS_65 3.610 0.125 0.125 0.072 0.072
## 589 DGS_22 ~~ DGS_56 3.593 -0.069 -0.069 -0.065 -0.065
## 1014 DGS_72 ~~ DGS_35 3.580 -0.092 -0.092 -0.070 -0.070
## 1297 DGS_38 ~~ DGS_11 3.562 0.097 0.097 0.072 0.072
## 730 DGS_49 ~~ DGS_11 3.529 0.086 0.086 0.073 0.073
## 939 DGS_54 ~~ DGS_6 3.526 -0.079 -0.079 -0.069 -0.069
## 498 DGS_15 ~~ DGS_38 3.524 -0.061 -0.061 -0.065 -0.065
## 649 DGS_32 ~~ DGS_48 3.521 0.069 0.069 0.066 0.066
## 557 DGS_19 ~~ DGS_54 3.500 -0.064 -0.064 -0.063 -0.063
## 944 DGS_54 ~~ DGS_70 3.480 0.097 0.097 0.063 0.063
## 771 DGS_60 ~~ DGS_57 3.449 0.050 0.050 0.065 0.065
## 789 DGS_60 ~~ DGS_6 3.432 0.065 0.065 0.070 0.070
## 592 DGS_22 ~~ DGS_10 3.419 -0.056 -0.056 -0.069 -0.069
## 1217 DGS_65 ~~ DGS_70 3.405 -0.115 -0.115 -0.067 -0.067
## 197 F3 =~ DGS_60 3.393 0.098 0.098 0.078 0.078
## 1079 DGS_29 ~~ DGS_44 3.389 -0.082 -0.082 -0.071 -0.071
## 1186 DGS_21 ~~ DGS_70 3.359 -0.097 -0.097 -0.077 -0.077
## 156 F2 =~ DGS_32 3.349 -0.079 -0.079 -0.062 -0.062
## 1084 DGS_29 ~~ DGS_48 3.337 0.086 0.086 0.068 0.068
## 583 DGS_19 ~~ DGS_2 3.320 -0.067 -0.067 -0.076 -0.076
## 897 DGS_41 ~~ DGS_27 3.314 -0.071 -0.071 -0.066 -0.066
## 683 DGS_33 ~~ DGS_28 3.297 -0.053 -0.053 -0.071 -0.071
## 464 DGS_12 ~~ DGS_11 3.289 -0.064 -0.064 -0.070 -0.070
## 990 DGS_69 ~~ DGS_48 3.289 -0.064 -0.064 -0.067 -0.067
## 653 DGS_32 ~~ DGS_39 3.275 0.070 0.070 0.068 0.068
## 807 DGS_75 ~~ DGS_27 3.258 -0.065 -0.065 -0.064 -0.064
## 522 DGS_17 ~~ DGS_9 3.252 0.058 0.058 0.064 0.064
## 665 DGS_33 ~~ DGS_10 3.237 0.041 0.041 0.070 0.070
## 311 F6 =~ DGS_33 3.231 -0.064 -0.064 -0.056 -0.056
## 443 DGS_12 ~~ DGS_29 3.224 -0.060 -0.060 -0.065 -0.065
## 828 DGS_75 ~~ DGS_2 3.222 -0.070 -0.070 -0.075 -0.075
## 566 DGS_19 ~~ DGS_52 3.209 0.071 0.071 0.063 0.063
## 1118 DGS_51 ~~ DGS_1 3.197 0.109 0.109 0.061 0.061
## 339 F6 =~ DGS_11 3.193 -0.110 -0.110 -0.061 -0.061
## 501 DGS_15 ~~ DGS_67 3.163 0.065 0.065 0.063 0.063
## 863 DGS_26 ~~ DGS_54 3.162 0.059 0.059 0.064 0.064
## 1059 DGS_27 ~~ DGS_20 3.150 0.087 0.087 0.064 0.064
## 644 DGS_32 ~~ DGS_44 3.147 -0.062 -0.062 -0.065 -0.065
## 1128 DGS_51 ~~ DGS_38 3.137 0.088 0.088 0.060 0.060
## 1210 DGS_65 ~~ DGS_48 3.098 0.087 0.087 0.065 0.065
## 921 DGS_54 ~~ DGS_57 3.093 -0.057 -0.057 -0.061 -0.061
## 965 DGS_57 ~~ DGS_68 3.085 0.061 0.061 0.066 0.066
## 772 DGS_60 ~~ DGS_69 3.076 0.048 0.048 0.064 0.064
## 787 DGS_60 ~~ DGS_48 3.072 -0.061 -0.061 -0.062 -0.062
## 440 DGS_12 ~~ DGS_72 3.061 -0.062 -0.062 -0.060 -0.060
## 637 DGS_32 ~~ DGS_27 3.059 0.060 0.060 0.063 0.063
## 619 DGS_22 ~~ DGS_70 3.057 -0.090 -0.090 -0.059 -0.059
## 841 DGS_10 ~~ DGS_51 3.052 0.062 0.062 0.066 0.066
## 174 F2 =~ DGS_35 3.047 0.071 0.071 0.044 0.044
## 858 DGS_10 ~~ DGS_71 3.039 0.058 0.058 0.066 0.066
## 890 DGS_26 ~~ DGS_11 3.027 0.069 0.069 0.069 0.069
## 958 DGS_57 ~~ DGS_21 3.025 -0.058 -0.058 -0.074 -0.074
## 813 DGS_75 ~~ DGS_21 3.023 -0.064 -0.064 -0.073 -0.073
## 839 DGS_10 ~~ DGS_29 2.992 -0.059 -0.059 -0.071 -0.071
## 735 DGS_56 ~~ DGS_26 2.978 0.053 0.053 0.062 0.062
## 424 DGS_12 ~~ DGS_15 2.943 0.039 0.039 0.061 0.061
## 1053 DGS_27 ~~ DGS_51 2.941 -0.080 -0.080 -0.062 -0.062
## 1268 DGS_48 ~~ DGS_71 2.937 0.078 0.078 0.060 0.060
## 205 F3 =~ DGS_72 2.928 -0.096 -0.096 -0.062 -0.062
## 231 F4 =~ DGS_32 2.922 -0.074 -0.074 -0.058 -0.058
## 229 F4 =~ DGS_19 2.918 -0.073 -0.073 -0.060 -0.060
## 1051 DGS_27 ~~ DGS_29 2.910 -0.082 -0.082 -0.071 -0.071
## 1105 DGS_46 ~~ DGS_48 2.905 -0.063 -0.063 -0.063 -0.063
## 271 F5 =~ DGS_32 2.901 0.066 0.066 0.052 0.052
## 477 DGS_15 ~~ DGS_41 2.888 0.051 0.051 0.060 0.060
## 567 DGS_19 ~~ DGS_1 2.885 -0.078 -0.078 -0.058 -0.058
## 1106 DGS_46 ~~ DGS_68 2.868 0.063 0.063 0.067 0.067
## 212 F3 =~ DGS_35 2.866 0.084 0.084 0.052 0.052
## 1187 DGS_21 ~~ DGS_71 2.859 0.074 0.074 0.070 0.070
## 1304 DGS_39 ~~ DGS_11 2.817 0.088 0.088 0.071 0.071
## 995 DGS_69 ~~ DGS_45 2.802 0.082 0.082 0.060 0.060
## 1278 DGS_68 ~~ DGS_71 2.802 0.076 0.076 0.062 0.062
## 1016 DGS_72 ~~ DGS_68 2.789 0.083 0.083 0.062 0.062
## 466 DGS_15 ~~ DGS_17 2.783 0.039 0.039 0.060 0.060
## 931 DGS_54 ~~ DGS_21 2.781 -0.066 -0.066 -0.069 -0.069
## 609 DGS_22 ~~ DGS_20 2.764 0.082 0.082 0.056 0.056
## 1318 DGS_70 ~~ DGS_2 2.751 0.093 0.093 0.070 0.070
## 369 F7 =~ DGS_65 2.750 0.095 0.095 0.054 0.054
## 237 F4 =~ DGS_10 2.745 -0.080 -0.080 -0.060 -0.060
## 125 F1 =~ DGS_9 2.736 -0.113 -0.113 -0.077 -0.077
## 916 DGS_41 ~~ DGS_70 2.725 0.086 0.086 0.058 0.058
## 1009 DGS_72 ~~ DGS_21 2.723 -0.079 -0.079 -0.069 -0.069
## 408 DGS_4 ~~ DGS_65 2.711 0.081 0.081 0.059 0.059
## 904 DGS_41 ~~ DGS_44 2.692 -0.065 -0.065 -0.061 -0.061
## 560 DGS_19 ~~ DGS_72 2.659 -0.067 -0.067 -0.056 -0.056
## 292 F5 =~ DGS_44 2.651 -0.065 -0.065 -0.043 -0.043
## 982 DGS_69 ~~ DGS_52 2.642 -0.062 -0.062 -0.060 -0.060
## 575 DGS_19 ~~ DGS_68 2.637 -0.059 -0.059 -0.060 -0.060
## 1309 DGS_45 ~~ DGS_2 2.634 0.101 0.101 0.068 0.068
## 670 DGS_33 ~~ DGS_69 2.602 0.040 0.040 0.059 0.059
## 633 DGS_32 ~~ DGS_57 2.586 0.046 0.046 0.056 0.056
## 1302 DGS_39 ~~ DGS_71 2.582 -0.082 -0.082 -0.064 -0.064
## 988 DGS_69 ~~ DGS_28 2.568 -0.053 -0.053 -0.065 -0.065
## 770 DGS_60 ~~ DGS_54 2.566 0.052 0.052 0.055 0.055
## 553 DGS_19 ~~ DGS_75 2.493 0.051 0.051 0.054 0.054
## 1228 DGS_20 ~~ DGS_39 2.485 0.087 0.087 0.059 0.059
## 423 DGS_4 ~~ DGS_13 2.469 -0.087 -0.087 -0.054 -0.054
## 1247 DGS_28 ~~ DGS_11 2.449 0.074 0.074 0.068 0.068
## 1024 DGS_72 ~~ DGS_2 2.446 0.078 0.078 0.065 0.065
## 977 DGS_69 ~~ DGS_9 2.440 -0.055 -0.055 -0.057 -0.057
## 1280 DGS_68 ~~ DGS_11 2.419 0.078 0.078 0.065 0.065
## 1322 DGS_71 ~~ DGS_11 2.417 0.080 0.080 0.059 0.059
## 1248 DGS_28 ~~ DGS_13 2.415 -0.082 -0.082 -0.060 -0.060
## 581 DGS_19 ~~ DGS_70 2.411 -0.071 -0.071 -0.053 -0.053
## 119 F1 =~ DGS_26 2.406 -0.064 -0.064 -0.050 -0.050
## 1308 DGS_45 ~~ DGS_71 2.403 -0.101 -0.101 -0.054 -0.054
## 1260 DGS_35 ~~ DGS_13 2.398 0.085 0.085 0.058 0.058
## 884 DGS_26 ~~ DGS_39 2.394 -0.056 -0.056 -0.060 -0.060
## 1066 DGS_27 ~~ DGS_39 2.389 0.067 0.067 0.060 0.060
## 842 DGS_10 ~~ DGS_52 2.382 -0.054 -0.054 -0.061 -0.061
## 1029 DGS_9 ~~ DGS_46 2.371 0.061 0.061 0.061 0.061
## 393 DGS_4 ~~ DGS_26 2.361 -0.053 -0.053 -0.054 -0.054
## 444 DGS_12 ~~ DGS_46 2.346 0.040 0.040 0.056 0.056
## 168 F2 =~ DGS_1 2.342 -0.118 -0.118 -0.070 -0.070
## 672 DGS_33 ~~ DGS_9 2.325 0.048 0.048 0.054 0.054
## 577 DGS_19 ~~ DGS_38 2.321 -0.057 -0.057 -0.052 -0.052
## 142 F1 =~ DGS_39 2.315 0.081 0.081 0.050 0.050
## 640 DGS_32 ~~ DGS_51 2.315 -0.062 -0.062 -0.052 -0.052
## 1235 DGS_20 ~~ DGS_13 2.314 0.102 0.102 0.053 0.053
## 241 F4 =~ DGS_57 2.298 0.073 0.073 0.065 0.065
## 520 DGS_17 ~~ DGS_69 2.295 0.038 0.038 0.055 0.055
## 363 F7 =~ DGS_46 2.295 -0.064 -0.064 -0.046 -0.046
## 821 DGS_75 ~~ DGS_6 2.277 0.059 0.059 0.056 0.056
## 1266 DGS_48 ~~ DGS_67 2.276 -0.077 -0.077 -0.054 -0.054
## 601 DGS_22 ~~ DGS_29 2.259 -0.066 -0.066 -0.054 -0.054
## 437 DGS_12 ~~ DGS_54 2.256 0.044 0.044 0.051 0.051
## 673 DGS_33 ~~ DGS_27 2.232 -0.043 -0.043 -0.054 -0.054
## 506 DGS_15 ~~ DGS_13 2.224 0.060 0.060 0.052 0.052
## 1171 DGS_1 ~~ DGS_2 2.206 0.083 0.083 0.062 0.062
## 917 DGS_41 ~~ DGS_71 2.201 0.064 0.064 0.052 0.052
## 695 DGS_33 ~~ DGS_11 2.197 -0.052 -0.052 -0.058 -0.058
## 623 DGS_22 ~~ DGS_13 2.196 -0.078 -0.078 -0.050 -0.050
## 1321 DGS_71 ~~ DGS_2 2.196 0.068 0.068 0.062 0.062
## 298 F5 =~ DGS_67 2.170 -0.089 -0.089 -0.055 -0.055
## 685 DGS_33 ~~ DGS_48 2.165 -0.046 -0.046 -0.052 -0.052
## 1229 DGS_20 ~~ DGS_45 2.157 -0.108 -0.108 -0.051 -0.051
## 809 DGS_75 ~~ DGS_46 2.151 0.047 0.047 0.053 0.053
## 598 DGS_22 ~~ DGS_72 2.132 -0.068 -0.068 -0.049 -0.049
## 721 DGS_49 ~~ DGS_68 2.115 -0.059 -0.059 -0.055 -0.055
## 796 DGS_60 ~~ DGS_2 2.113 -0.051 -0.051 -0.062 -0.062
## 1054 DGS_27 ~~ DGS_52 2.098 0.069 0.069 0.057 0.057
## 590 DGS_22 ~~ DGS_60 2.080 0.047 0.047 0.050 0.050
## 1256 DGS_35 ~~ DGS_70 2.080 -0.078 -0.078 -0.054 -0.054
## 833 DGS_10 ~~ DGS_54 2.068 0.045 0.045 0.057 0.057
## 1315 DGS_67 ~~ DGS_11 2.056 -0.083 -0.083 -0.057 -0.057
## 366 F7 =~ DGS_1 2.045 0.088 0.088 0.052 0.052
## 507 DGS_17 ~~ DGS_19 2.036 -0.038 -0.038 -0.051 -0.051
## 974 DGS_57 ~~ DGS_11 1.988 -0.055 -0.055 -0.055 -0.055
## 611 DGS_22 ~~ DGS_35 1.979 -0.056 -0.056 -0.051 -0.051
## 808 DGS_75 ~~ DGS_29 1.970 -0.057 -0.057 -0.051 -0.051
## 421 DGS_4 ~~ DGS_2 1.967 0.062 0.062 0.058 0.058
## 370 F7 =~ DGS_20 1.962 -0.077 -0.077 -0.046 -0.046
## 1173 DGS_1 ~~ DGS_13 1.955 0.099 0.099 0.048 0.048
## 788 DGS_60 ~~ DGS_68 1.950 0.048 0.048 0.053 0.053
## 588 DGS_22 ~~ DGS_49 1.947 -0.053 -0.053 -0.048 -0.048
## 984 DGS_69 ~~ DGS_21 1.947 0.048 0.048 0.062 0.062
## 664 DGS_33 ~~ DGS_75 1.946 0.039 0.039 0.049 0.049
## 1137 DGS_52 ~~ DGS_1 1.943 -0.083 -0.083 -0.049 -0.049
## 1143 DGS_52 ~~ DGS_35 1.941 0.065 0.065 0.053 0.053
## 797 DGS_60 ~~ DGS_11 1.940 -0.055 -0.055 -0.054 -0.054
## 1164 DGS_1 ~~ DGS_6 1.925 -0.078 -0.078 -0.051 -0.051
## 1239 DGS_28 ~~ DGS_6 1.921 -0.058 -0.058 -0.058 -0.058
## 859 DGS_10 ~~ DGS_2 1.918 -0.046 -0.046 -0.066 -0.066
## 564 DGS_19 ~~ DGS_46 1.913 -0.042 -0.042 -0.050 -0.050
## 898 DGS_41 ~~ DGS_29 1.913 -0.061 -0.061 -0.051 -0.051
## 1033 DGS_9 ~~ DGS_21 1.906 0.059 0.059 0.059 0.059
## 138 F1 =~ DGS_48 1.905 -0.068 -0.068 -0.045 -0.045
## 659 DGS_32 ~~ DGS_11 1.895 0.058 0.058 0.053 0.053
## 486 DGS_15 ~~ DGS_51 1.895 0.048 0.048 0.047 0.047
## 774 DGS_60 ~~ DGS_9 1.894 0.048 0.048 0.049 0.049
## 1147 DGS_52 ~~ DGS_38 1.888 -0.067 -0.067 -0.048 -0.048
## 892 DGS_41 ~~ DGS_54 1.886 -0.054 -0.054 -0.048 -0.048
## 875 DGS_26 ~~ DGS_44 1.878 0.045 0.045 0.052 0.052
## 545 DGS_17 ~~ DGS_11 1.874 -0.049 -0.049 -0.053 -0.053
## 752 DGS_56 ~~ DGS_28 1.858 0.050 0.050 0.053 0.053
## 658 DGS_32 ~~ DGS_2 1.837 0.050 0.050 0.057 0.057
## 634 DGS_32 ~~ DGS_69 1.817 -0.040 -0.040 -0.049 -0.049
## 597 DGS_22 ~~ DGS_69 1.796 0.044 0.044 0.047 0.047
## 989 DGS_69 ~~ DGS_35 1.790 0.046 0.046 0.052 0.052
## 1323 DGS_71 ~~ DGS_13 1.786 -0.078 -0.078 -0.046 -0.046
## 137 F1 =~ DGS_35 1.771 0.061 0.061 0.038 0.038
## 1114 DGS_46 ~~ DGS_2 1.771 -0.050 -0.050 -0.060 -0.060
## 742 DGS_56 ~~ DGS_27 1.751 -0.048 -0.048 -0.048 -0.048
## 540 DGS_17 ~~ DGS_45 1.732 0.058 0.058 0.046 0.046
## 380 F7 =~ DGS_71 1.730 0.066 0.066 0.049 0.049
## 334 F6 =~ DGS_28 1.716 -0.069 -0.069 -0.043 -0.043
## 1123 DGS_51 ~~ DGS_28 1.713 -0.060 -0.060 -0.050 -0.050
## 1250 DGS_35 ~~ DGS_68 1.711 -0.070 -0.070 -0.065 -0.065
## 1063 DGS_27 ~~ DGS_68 1.690 -0.054 -0.054 -0.050 -0.050
## 733 DGS_56 ~~ DGS_75 1.681 0.045 0.045 0.046 0.046
## 329 F6 =~ DGS_1 1.656 -0.071 -0.071 -0.042 -0.042
## 781 DGS_60 ~~ DGS_21 1.644 0.043 0.043 0.055 0.055
## 748 DGS_56 ~~ DGS_21 1.643 0.048 0.048 0.054 0.054
## 451 DGS_12 ~~ DGS_20 1.641 0.048 0.048 0.044 0.044
## 930 DGS_54 ~~ DGS_1 1.634 -0.066 -0.066 -0.043 -0.043
## 829 DGS_75 ~~ DGS_11 1.625 0.056 0.056 0.049 0.049
## 516 DGS_17 ~~ DGS_26 1.624 -0.032 -0.032 -0.046 -0.046
## 739 DGS_56 ~~ DGS_69 1.610 -0.039 -0.039 -0.046 -0.046
## 1068 DGS_27 ~~ DGS_67 1.595 0.060 0.060 0.046 0.046
## 960 DGS_57 ~~ DGS_65 1.594 -0.049 -0.049 -0.046 -0.046
## 1112 DGS_46 ~~ DGS_70 1.592 -0.058 -0.058 -0.046 -0.046
## 646 DGS_32 ~~ DGS_20 1.588 -0.056 -0.056 -0.044 -0.044
## 655 DGS_32 ~~ DGS_67 1.585 -0.053 -0.053 -0.045 -0.045
## 604 DGS_22 ~~ DGS_52 1.569 -0.056 -0.056 -0.043 -0.043
## 642 DGS_32 ~~ DGS_1 1.569 0.058 0.058 0.043 0.043
## 1167 DGS_1 ~~ DGS_45 1.569 0.097 0.097 0.043 0.043
## 1088 DGS_29 ~~ DGS_39 1.557 0.061 0.061 0.050 0.050
## 902 DGS_41 ~~ DGS_1 1.556 -0.065 -0.065 -0.043 -0.043
## 900 DGS_41 ~~ DGS_51 1.529 0.057 0.057 0.043 0.043
## 1272 DGS_68 ~~ DGS_6 1.521 -0.056 -0.056 -0.050 -0.050
## 825 DGS_75 ~~ DGS_67 1.520 -0.055 -0.055 -0.043 -0.043
## 718 DGS_49 ~~ DGS_28 1.507 0.047 0.047 0.047 0.047
## 1279 DGS_68 ~~ DGS_2 1.497 -0.055 -0.055 -0.056 -0.056
## 1281 DGS_68 ~~ DGS_13 1.496 0.069 0.069 0.046 0.046
## 998 DGS_69 ~~ DGS_71 1.495 -0.044 -0.044 -0.044 -0.044
## 291 F5 =~ DGS_21 1.493 0.053 0.053 0.031 0.031
## 926 DGS_54 ~~ DGS_29 1.491 0.053 0.053 0.044 0.044
## 928 DGS_54 ~~ DGS_51 1.474 0.055 0.055 0.041 0.041
## 527 DGS_17 ~~ DGS_52 1.472 -0.042 -0.042 -0.044 -0.044
## 935 DGS_54 ~~ DGS_28 1.466 0.047 0.047 0.046 0.046
## 1010 DGS_72 ~~ DGS_44 1.461 0.057 0.057 0.044 0.044
## 761 DGS_56 ~~ DGS_70 1.459 -0.059 -0.059 -0.042 -0.042
## 753 DGS_56 ~~ DGS_35 1.453 0.046 0.046 0.045 0.045
## 751 DGS_56 ~~ DGS_20 1.448 -0.056 -0.056 -0.042 -0.042
## 719 DGS_49 ~~ DGS_35 1.445 0.048 0.048 0.045 0.045
## 964 DGS_57 ~~ DGS_48 1.442 0.041 0.041 0.042 0.042
## 217 F3 =~ DGS_39 1.436 -0.071 -0.071 -0.044 -0.044
## 463 DGS_12 ~~ DGS_2 1.432 0.038 0.038 0.050 0.050
## 1057 DGS_27 ~~ DGS_44 1.421 -0.047 -0.047 -0.045 -0.045
## 1193 DGS_44 ~~ DGS_28 1.416 -0.047 -0.047 -0.048 -0.048
## 994 DGS_69 ~~ DGS_39 1.408 -0.044 -0.044 -0.047 -0.047
## 580 DGS_19 ~~ DGS_67 1.403 -0.049 -0.049 -0.042 -0.042
## 919 DGS_41 ~~ DGS_11 1.400 0.056 0.056 0.046 0.046
## 885 DGS_26 ~~ DGS_45 1.385 0.057 0.057 0.042 0.042
## 811 DGS_75 ~~ DGS_52 1.374 0.049 0.049 0.041 0.041
## 1234 DGS_20 ~~ DGS_11 1.369 -0.070 -0.070 -0.045 -0.045
## 613 DGS_22 ~~ DGS_68 1.366 -0.048 -0.048 -0.043 -0.043
## 667 DGS_33 ~~ DGS_41 1.364 0.034 0.034 0.042 0.042
## 261 F4 =~ DGS_71 1.348 -0.052 -0.052 -0.038 -0.038
## 785 DGS_60 ~~ DGS_28 1.344 -0.037 -0.037 -0.045 -0.045
## 1292 DGS_38 ~~ DGS_45 1.337 -0.075 -0.075 -0.040 -0.040
## 357 F7 =~ DGS_57 1.323 0.044 0.044 0.038 0.038
## 1240 DGS_28 ~~ DGS_38 1.321 0.049 0.049 0.044 0.044
## 618 DGS_22 ~~ DGS_67 1.317 0.054 0.054 0.040 0.040
## 394 DGS_4 ~~ DGS_41 1.314 -0.047 -0.047 -0.039 -0.039
## 450 DGS_12 ~~ DGS_65 1.314 -0.040 -0.040 -0.042 -0.042
## 1192 DGS_44 ~~ DGS_20 1.309 0.057 0.057 0.042 0.042
## 911 DGS_41 ~~ DGS_6 1.277 -0.048 -0.048 -0.043 -0.043
## 814 DGS_75 ~~ DGS_44 1.272 -0.041 -0.041 -0.041 -0.041
## 599 DGS_22 ~~ DGS_9 1.270 -0.047 -0.047 -0.038 -0.038
## 912 DGS_41 ~~ DGS_38 1.267 0.048 0.048 0.039 0.039
## 766 DGS_60 ~~ DGS_75 1.253 -0.034 -0.034 -0.040 -0.040
## 1131 DGS_51 ~~ DGS_67 1.251 -0.063 -0.063 -0.039 -0.039
## 200 F3 =~ DGS_26 1.227 -0.044 -0.044 -0.035 -0.035
## 222 F3 =~ DGS_2 1.220 -0.064 -0.064 -0.038 -0.038
## 877 DGS_26 ~~ DGS_20 1.215 -0.046 -0.046 -0.039 -0.039
## 874 DGS_26 ~~ DGS_21 1.202 -0.037 -0.037 -0.048 -0.048
## 847 DGS_10 ~~ DGS_20 1.200 -0.042 -0.042 -0.042 -0.042
## 538 DGS_17 ~~ DGS_38 1.196 -0.035 -0.035 -0.038 -0.038
## 901 DGS_41 ~~ DGS_52 1.194 -0.049 -0.049 -0.039 -0.039
## 624 DGS_32 ~~ DGS_33 1.191 -0.029 -0.029 -0.039 -0.039
## 207 F3 =~ DGS_21 1.189 -0.054 -0.054 -0.031 -0.031
## 328 F6 =~ DGS_52 1.187 0.066 0.066 0.040 0.040
## 532 DGS_17 ~~ DGS_20 1.186 0.041 0.041 0.038 0.038
## 276 F5 =~ DGS_75 1.180 0.044 0.044 0.034 0.034
## 871 DGS_26 ~~ DGS_51 1.177 0.042 0.042 0.038 0.038
## 587 DGS_22 ~~ DGS_33 1.175 -0.032 -0.032 -0.037 -0.037
## 386 DGS_4 ~~ DGS_32 1.169 0.040 0.040 0.037 0.037
## 1094 DGS_29 ~~ DGS_11 1.166 0.057 0.057 0.044 0.044
## 1230 DGS_20 ~~ DGS_67 1.148 0.065 0.065 0.038 0.038
## 406 DGS_4 ~~ DGS_21 1.147 -0.045 -0.045 -0.044 -0.044
## 476 DGS_15 ~~ DGS_26 1.144 0.027 0.027 0.038 0.038
## 139 F1 =~ DGS_68 1.138 -0.050 -0.050 -0.030 -0.030
## 1180 DGS_21 ~~ DGS_68 1.130 -0.045 -0.045 -0.048 -0.048
## 723 DGS_49 ~~ DGS_38 1.128 0.044 0.044 0.037 0.037
## 736 DGS_56 ~~ DGS_41 1.114 -0.039 -0.039 -0.037 -0.037
## 1258 DGS_35 ~~ DGS_2 1.111 0.046 0.046 0.048 0.048
## 927 DGS_54 ~~ DGS_46 1.109 0.036 0.036 0.038 0.038
## 657 DGS_32 ~~ DGS_71 1.104 -0.040 -0.040 -0.036 -0.036
## 866 DGS_26 ~~ DGS_72 1.097 -0.042 -0.042 -0.038 -0.038
## 1255 DGS_35 ~~ DGS_67 1.096 -0.052 -0.052 -0.040 -0.040
## 593 DGS_22 ~~ DGS_26 1.090 -0.034 -0.034 -0.036 -0.036
## 687 DGS_33 ~~ DGS_6 1.078 -0.033 -0.033 -0.039 -0.039
## 952 DGS_57 ~~ DGS_27 1.074 0.033 0.033 0.037 0.037
## 188 F3 =~ DGS_12 1.062 0.049 0.049 0.047 0.047
## 502 DGS_15 ~~ DGS_70 1.058 0.041 0.041 0.036 0.036
## 1081 DGS_29 ~~ DGS_20 1.054 0.057 0.057 0.038 0.038
## 411 DGS_4 ~~ DGS_35 1.054 -0.044 -0.044 -0.037 -0.037
## 1211 DGS_65 ~~ DGS_68 1.051 -0.051 -0.051 -0.040 -0.040
## 438 DGS_12 ~~ DGS_57 1.047 0.025 0.025 0.035 0.035
## 713 DGS_49 ~~ DGS_1 1.032 -0.052 -0.052 -0.035 -0.035
## 1099 DGS_46 ~~ DGS_21 1.030 -0.036 -0.036 -0.045 -0.045
## 446 DGS_12 ~~ DGS_52 1.025 0.034 0.034 0.036 0.036
## 493 DGS_15 ~~ DGS_28 1.012 -0.030 -0.030 -0.039 -0.039
## 1162 DGS_1 ~~ DGS_48 1.008 0.056 0.056 0.035 0.035
## 986 DGS_69 ~~ DGS_65 1.003 -0.040 -0.040 -0.038 -0.038
## 235 F4 =~ DGS_60 1.000 0.041 0.041 0.032 0.032
## 699 DGS_49 ~~ DGS_75 0.996 0.036 0.036 0.035 0.035
## 948 DGS_54 ~~ DGS_13 0.988 -0.052 -0.052 -0.034 -0.034
## 523 DGS_17 ~~ DGS_27 0.980 0.029 0.029 0.036 0.036
## 741 DGS_56 ~~ DGS_9 0.979 -0.039 -0.039 -0.035 -0.035
## 1224 DGS_20 ~~ DGS_48 0.975 -0.054 -0.054 -0.036 -0.036
## 779 DGS_60 ~~ DGS_52 0.965 -0.037 -0.037 -0.035 -0.035
## 534 DGS_17 ~~ DGS_35 0.963 0.030 0.030 0.037 0.037
## 710 DGS_49 ~~ DGS_46 0.960 -0.033 -0.033 -0.036 -0.036
## 1091 DGS_29 ~~ DGS_70 0.956 -0.057 -0.057 -0.036 -0.036
## 1253 DGS_35 ~~ DGS_39 0.955 0.044 0.044 0.040 0.040
## 361 F7 =~ DGS_27 0.945 -0.045 -0.045 -0.031 -0.031
## 173 F2 =~ DGS_28 0.945 -0.039 -0.039 -0.024 -0.024
## 906 DGS_41 ~~ DGS_20 0.938 -0.048 -0.048 -0.034 -0.034
## 818 DGS_75 ~~ DGS_35 0.932 -0.036 -0.036 -0.036 -0.036
## 481 DGS_15 ~~ DGS_72 0.927 0.034 0.034 0.033 0.033
## 1251 DGS_35 ~~ DGS_6 0.921 0.042 0.042 0.039 0.039
## 630 DGS_32 ~~ DGS_26 0.921 -0.028 -0.028 -0.034 -0.034
## 492 DGS_15 ~~ DGS_20 0.921 0.036 0.036 0.033 0.033
## 358 F7 =~ DGS_69 0.909 -0.038 -0.038 -0.029 -0.029
## 1154 DGS_52 ~~ DGS_11 0.903 -0.051 -0.051 -0.038 -0.038
## 586 DGS_22 ~~ DGS_32 0.903 0.033 0.033 0.032 0.032
## 823 DGS_75 ~~ DGS_39 0.898 0.038 0.038 0.035 0.035
## 782 DGS_60 ~~ DGS_44 0.896 0.031 0.031 0.035 0.035
## 412 DGS_4 ~~ DGS_48 0.892 0.041 0.041 0.032 0.032
## 746 DGS_56 ~~ DGS_52 0.890 0.040 0.040 0.034 0.034
## 915 DGS_41 ~~ DGS_67 0.886 0.045 0.045 0.034 0.034
## 499 DGS_15 ~~ DGS_39 0.884 -0.031 -0.031 -0.036 -0.036
## 559 DGS_19 ~~ DGS_69 0.880 0.027 0.027 0.034 0.034
## 887 DGS_26 ~~ DGS_70 0.878 0.041 0.041 0.033 0.033
## 978 DGS_69 ~~ DGS_27 0.877 0.031 0.031 0.035 0.035
## 671 DGS_33 ~~ DGS_72 0.872 0.033 0.033 0.032 0.032
## 1320 DGS_70 ~~ DGS_13 0.872 0.066 0.066 0.033 0.033
## 750 DGS_56 ~~ DGS_65 0.870 0.041 0.041 0.034 0.034
## 701 DGS_49 ~~ DGS_26 0.853 -0.029 -0.029 -0.033 -0.033
## 343 F7 =~ DGS_15 0.841 0.032 0.032 0.028 0.028
## 398 DGS_4 ~~ DGS_72 0.836 -0.045 -0.045 -0.031 -0.031
## 621 DGS_22 ~~ DGS_2 0.830 -0.038 -0.038 -0.038 -0.038
## 870 DGS_26 ~~ DGS_46 0.828 -0.026 -0.026 -0.034 -0.034
## 794 DGS_60 ~~ DGS_70 0.820 -0.039 -0.039 -0.032 -0.032
## 608 DGS_22 ~~ DGS_65 0.816 0.042 0.042 0.032 0.032
## 277 F5 =~ DGS_10 0.815 -0.028 -0.028 -0.021 -0.021
## 134 F1 =~ DGS_65 0.812 -0.054 -0.054 -0.031 -0.031
## 1220 DGS_65 ~~ DGS_11 0.810 0.051 0.051 0.037 0.037
## 883 DGS_26 ~~ DGS_38 0.799 0.032 0.032 0.032 0.032
## 196 F3 =~ DGS_56 0.788 0.053 0.053 0.038 0.038
## 1138 DGS_52 ~~ DGS_21 0.785 -0.041 -0.041 -0.038 -0.038
## 966 DGS_57 ~~ DGS_6 0.784 0.031 0.031 0.033 0.033
## 413 DGS_4 ~~ DGS_68 0.783 -0.039 -0.039 -0.032 -0.032
## 383 DGS_4 ~~ DGS_17 0.781 0.028 0.028 0.031 0.031
## 453 DGS_12 ~~ DGS_35 0.780 -0.027 -0.027 -0.033 -0.033
## 776 DGS_60 ~~ DGS_29 0.777 0.032 0.032 0.033 0.033
## 991 DGS_69 ~~ DGS_68 0.773 0.031 0.031 0.034 0.034
## 441 DGS_12 ~~ DGS_9 0.766 -0.028 -0.028 -0.030 -0.030
## 595 DGS_22 ~~ DGS_54 0.765 0.034 0.034 0.029 0.029
## 803 DGS_75 ~~ DGS_57 0.761 0.026 0.026 0.030 0.030
## 846 DGS_10 ~~ DGS_65 0.747 -0.031 -0.031 -0.035 -0.035
## 469 DGS_15 ~~ DGS_32 0.745 -0.023 -0.023 -0.031 -0.031
## 1274 DGS_68 ~~ DGS_39 0.745 -0.040 -0.040 -0.035 -0.035
## 310 F6 =~ DGS_32 0.740 0.036 0.036 0.028 0.028
## 596 DGS_22 ~~ DGS_57 0.733 0.027 0.027 0.029 0.029
## 414 DGS_4 ~~ DGS_6 0.727 0.038 0.038 0.031 0.031
## 831 DGS_10 ~~ DGS_26 0.726 -0.025 -0.025 -0.039 -0.039
## 936 DGS_54 ~~ DGS_35 0.723 0.034 0.034 0.031 0.031
## 558 DGS_19 ~~ DGS_57 0.720 -0.024 -0.024 -0.029 -0.029
## 256 F4 =~ DGS_38 0.708 -0.037 -0.037 -0.028 -0.028
## 692 DGS_33 ~~ DGS_70 0.699 0.033 0.033 0.029 0.029
## 956 DGS_57 ~~ DGS_52 0.698 0.031 0.031 0.030 0.030
## 652 DGS_32 ~~ DGS_38 0.693 -0.031 -0.031 -0.029 -0.029
## 1263 DGS_48 ~~ DGS_38 0.687 -0.038 -0.038 -0.029 -0.029
## 760 DGS_56 ~~ DGS_67 0.685 -0.037 -0.037 -0.029 -0.029
## 418 DGS_4 ~~ DGS_67 0.685 -0.041 -0.041 -0.029 -0.029
## 331 F6 =~ DGS_44 0.681 -0.035 -0.035 -0.024 -0.024
## 448 DGS_12 ~~ DGS_21 0.675 -0.025 -0.025 -0.034 -0.034
## 992 DGS_69 ~~ DGS_6 0.674 0.029 0.029 0.032 0.032
## 861 DGS_10 ~~ DGS_13 0.672 -0.034 -0.034 -0.032 -0.032
## 1176 DGS_21 ~~ DGS_20 0.669 0.041 0.041 0.034 0.034
## 504 DGS_15 ~~ DGS_2 0.654 0.026 0.026 0.034 0.034
## 482 DGS_15 ~~ DGS_9 0.636 -0.026 -0.026 -0.028 -0.028
## 322 F6 =~ DGS_72 0.636 0.039 0.039 0.025 0.025
## 759 DGS_56 ~~ DGS_45 0.630 -0.043 -0.043 -0.027 -0.027
## 969 DGS_57 ~~ DGS_45 0.621 -0.038 -0.038 -0.027 -0.027
## 886 DGS_26 ~~ DGS_67 0.619 -0.031 -0.031 -0.029 -0.029
## 729 DGS_49 ~~ DGS_2 0.617 -0.032 -0.032 -0.033 -0.033
## 1116 DGS_46 ~~ DGS_13 0.616 0.037 0.037 0.029 0.029
## 348 F7 =~ DGS_33 0.614 -0.027 -0.027 -0.024 -0.024
## 849 DGS_10 ~~ DGS_35 0.611 0.025 0.025 0.032 0.032
## 474 DGS_15 ~~ DGS_75 0.611 -0.022 -0.022 -0.027 -0.027
## 483 DGS_15 ~~ DGS_27 0.609 0.023 0.023 0.028 0.028
## 536 DGS_17 ~~ DGS_68 0.606 0.025 0.025 0.029 0.029
## 1178 DGS_21 ~~ DGS_35 0.604 -0.032 -0.032 -0.035 -0.035
## 234 F4 =~ DGS_56 0.603 -0.036 -0.036 -0.026 -0.026
## 1296 DGS_38 ~~ DGS_2 0.603 0.035 0.035 0.033 0.033
## 528 DGS_17 ~~ DGS_1 0.600 -0.031 -0.031 -0.027 -0.027
## 1209 DGS_65 ~~ DGS_35 0.600 0.037 0.037 0.030 0.030
## 851 DGS_10 ~~ DGS_68 0.595 -0.025 -0.025 -0.032 -0.032
## 650 DGS_32 ~~ DGS_68 0.595 -0.028 -0.028 -0.029 -0.029
## 799 DGS_75 ~~ DGS_10 0.586 0.022 0.022 0.029 0.029
## 1237 DGS_28 ~~ DGS_48 0.580 0.035 0.035 0.033 0.033
## 888 DGS_26 ~~ DGS_71 0.579 -0.027 -0.027 -0.027 -0.027
## 372 F7 =~ DGS_35 0.571 0.035 0.035 0.022 0.022
## 631 DGS_32 ~~ DGS_41 0.567 0.026 0.026 0.026 0.026
## 551 DGS_19 ~~ DGS_56 0.566 -0.025 -0.025 -0.026 -0.026
## 226 F4 =~ DGS_12 0.560 0.028 0.028 0.026 0.026
## 1163 DGS_1 ~~ DGS_68 0.560 -0.042 -0.042 -0.028 -0.028
## 805 DGS_75 ~~ DGS_72 0.551 -0.032 -0.032 -0.025 -0.025
## 1184 DGS_21 ~~ DGS_45 0.550 -0.044 -0.044 -0.031 -0.031
## 390 DGS_4 ~~ DGS_60 0.536 0.025 0.025 0.025 0.025
## 632 DGS_32 ~~ DGS_54 0.532 -0.025 -0.025 -0.025 -0.025
## 573 DGS_19 ~~ DGS_35 0.528 -0.026 -0.026 -0.027 -0.027
## 1160 DGS_1 ~~ DGS_28 0.525 0.038 0.038 0.028 0.028
## 686 DGS_33 ~~ DGS_68 0.520 0.022 0.022 0.027 0.027
## 478 DGS_15 ~~ DGS_54 0.518 0.021 0.021 0.025 0.025
## 1223 DGS_20 ~~ DGS_35 0.515 0.040 0.040 0.029 0.029
## 639 DGS_32 ~~ DGS_46 0.500 -0.022 -0.022 -0.026 -0.026
## 458 DGS_12 ~~ DGS_39 0.498 0.023 0.023 0.026 0.026
## 1122 DGS_51 ~~ DGS_20 0.494 -0.041 -0.041 -0.024 -0.024
## 822 DGS_75 ~~ DGS_38 0.492 -0.028 -0.028 -0.024 -0.024
## 375 F7 =~ DGS_38 0.491 0.035 0.035 0.026 0.026
## 844 DGS_10 ~~ DGS_21 0.487 -0.022 -0.022 -0.033 -0.033
## 929 DGS_54 ~~ DGS_52 0.483 -0.031 -0.031 -0.024 -0.024
## 1172 DGS_1 ~~ DGS_11 0.483 0.044 0.044 0.027 0.027
## 1276 DGS_68 ~~ DGS_67 0.483 -0.035 -0.035 -0.027 -0.027
## 384 DGS_4 ~~ DGS_19 0.480 0.025 0.025 0.023 0.023
## 396 DGS_4 ~~ DGS_57 0.478 0.023 0.023 0.023 0.023
## 1005 DGS_72 ~~ DGS_46 0.477 -0.029 -0.029 -0.025 -0.025
## 610 DGS_22 ~~ DGS_28 0.475 -0.027 -0.027 -0.026 -0.026
## 1004 DGS_72 ~~ DGS_29 0.474 -0.036 -0.036 -0.025 -0.025
## 738 DGS_56 ~~ DGS_57 0.472 0.021 0.021 0.024 0.024
## 913 DGS_41 ~~ DGS_39 0.462 -0.030 -0.030 -0.026 -0.026
## 663 DGS_33 ~~ DGS_60 0.462 -0.017 -0.017 -0.025 -0.025
## 910 DGS_41 ~~ DGS_68 0.457 -0.028 -0.028 -0.026 -0.026
## 882 DGS_26 ~~ DGS_6 0.453 0.024 0.024 0.026 0.026
## 734 DGS_56 ~~ DGS_10 0.451 -0.019 -0.019 -0.026 -0.026
## 1107 DGS_46 ~~ DGS_6 0.448 -0.025 -0.025 -0.026 -0.026
## 395 DGS_4 ~~ DGS_54 0.447 0.027 0.027 0.022 0.022
## 880 DGS_26 ~~ DGS_48 0.447 -0.023 -0.023 -0.024 -0.024
## 876 DGS_26 ~~ DGS_65 0.445 0.026 0.026 0.025 0.025
## 918 DGS_41 ~~ DGS_2 0.444 0.028 0.028 0.029 0.029
## 938 DGS_54 ~~ DGS_68 0.439 -0.027 -0.027 -0.024 -0.024
## 1080 DGS_29 ~~ DGS_65 0.436 -0.035 -0.035 -0.025 -0.025
## 404 DGS_4 ~~ DGS_52 0.431 0.031 0.031 0.023 0.023
## 853 DGS_10 ~~ DGS_38 0.429 0.022 0.022 0.025 0.025
## 1188 DGS_21 ~~ DGS_2 0.425 -0.029 -0.029 -0.034 -0.034
## 865 DGS_26 ~~ DGS_69 0.420 0.019 0.019 0.026 0.026
## 857 DGS_10 ~~ DGS_70 0.411 0.026 0.026 0.025 0.025
## 1027 DGS_9 ~~ DGS_27 0.409 0.028 0.028 0.024 0.024
## 817 DGS_75 ~~ DGS_28 0.403 -0.023 -0.023 -0.024 -0.024
## 908 DGS_41 ~~ DGS_35 0.403 -0.026 -0.026 -0.024 -0.024
## 1254 DGS_35 ~~ DGS_45 0.402 -0.038 -0.038 -0.023 -0.023
## 1142 DGS_52 ~~ DGS_28 0.402 0.028 0.028 0.025 0.025
## 702 DGS_49 ~~ DGS_41 0.401 -0.024 -0.024 -0.022 -0.022
## 278 F5 =~ DGS_26 0.396 -0.021 -0.021 -0.016 -0.016
## 265 F5 =~ DGS_4 0.396 -0.029 -0.029 -0.022 -0.022
## 1194 DGS_44 ~~ DGS_35 0.392 0.026 0.026 0.025 0.025
## 584 DGS_19 ~~ DGS_11 0.390 0.026 0.026 0.024 0.024
## 867 DGS_26 ~~ DGS_9 0.389 0.022 0.022 0.022 0.022
## 763 DGS_56 ~~ DGS_2 0.387 -0.024 -0.024 -0.026 -0.026
## 997 DGS_69 ~~ DGS_70 0.385 -0.027 -0.027 -0.022 -0.022
## 1140 DGS_52 ~~ DGS_65 0.385 0.033 0.033 0.023 0.023
## 1052 DGS_27 ~~ DGS_46 0.385 -0.023 -0.023 -0.026 -0.026
## 1060 DGS_27 ~~ DGS_28 0.383 -0.024 -0.024 -0.025 -0.025
## 684 DGS_33 ~~ DGS_35 0.379 0.019 0.019 0.023 0.023
## 1204 DGS_44 ~~ DGS_2 0.375 0.026 0.026 0.027 0.027
## 254 F4 =~ DGS_68 0.374 -0.026 -0.026 -0.016 -0.016
## 976 DGS_69 ~~ DGS_72 0.372 -0.025 -0.025 -0.023 -0.023
## 330 F6 =~ DGS_21 0.371 -0.029 -0.029 -0.017 -0.017
## 1058 DGS_27 ~~ DGS_65 0.369 0.028 0.028 0.023 0.023
## 907 DGS_41 ~~ DGS_28 0.364 0.023 0.023 0.024 0.024
## 636 DGS_32 ~~ DGS_9 0.363 0.022 0.022 0.021 0.021
## 403 DGS_4 ~~ DGS_51 0.361 -0.029 -0.029 -0.020 -0.020
## 1243 DGS_28 ~~ DGS_67 0.359 -0.028 -0.028 -0.024 -0.024
## 1135 DGS_51 ~~ DGS_11 0.358 -0.033 -0.033 -0.023 -0.023
## 1181 DGS_21 ~~ DGS_6 0.356 0.026 0.026 0.027 0.027
## 1242 DGS_28 ~~ DGS_45 0.354 0.034 0.034 0.023 0.023
## 812 DGS_75 ~~ DGS_1 0.352 -0.029 -0.029 -0.020 -0.020
## 563 DGS_19 ~~ DGS_29 0.347 -0.023 -0.023 -0.021 -0.021
## 979 DGS_69 ~~ DGS_29 0.345 -0.022 -0.022 -0.022 -0.022
## 521 DGS_17 ~~ DGS_72 0.345 -0.021 -0.021 -0.020 -0.020
## 768 DGS_60 ~~ DGS_26 0.345 -0.016 -0.016 -0.021 -0.021
## 238 F4 =~ DGS_26 0.344 0.029 0.029 0.023 0.023
## 526 DGS_17 ~~ DGS_51 0.343 -0.021 -0.021 -0.020 -0.020
## 214 F3 =~ DGS_68 0.342 -0.030 -0.030 -0.018 -0.018
## 717 DGS_49 ~~ DGS_20 0.339 0.028 0.028 0.020 0.020
## 572 DGS_19 ~~ DGS_28 0.338 -0.020 -0.020 -0.022 -0.022
## 704 DGS_49 ~~ DGS_57 0.336 0.018 0.018 0.020 0.020
## 352 F7 =~ DGS_75 0.336 -0.025 -0.025 -0.019 -0.019
## 416 DGS_4 ~~ DGS_39 0.334 0.026 0.026 0.021 0.021
## 434 DGS_12 ~~ DGS_10 0.331 -0.013 -0.013 -0.022 -0.022
## 845 DGS_10 ~~ DGS_44 0.328 0.018 0.018 0.023 0.023
## 326 F6 =~ DGS_46 0.319 -0.027 -0.027 -0.020 -0.020
## 1124 DGS_51 ~~ DGS_35 0.319 -0.027 -0.027 -0.021 -0.021
## 698 DGS_49 ~~ DGS_60 0.318 0.018 0.018 0.020 0.020
## 497 DGS_15 ~~ DGS_6 0.318 0.018 0.018 0.021 0.021
## 1056 DGS_27 ~~ DGS_21 0.315 0.022 0.022 0.025 0.025
## 262 F4 =~ DGS_2 0.315 -0.033 -0.033 -0.020 -0.020
## 336 F6 =~ DGS_48 0.314 -0.032 -0.032 -0.021 -0.021
## 922 DGS_54 ~~ DGS_69 0.313 0.019 0.019 0.020 0.020
## 864 DGS_26 ~~ DGS_57 0.310 -0.016 -0.016 -0.021 -0.021
## 1310 DGS_45 ~~ DGS_11 0.308 -0.039 -0.039 -0.021 -0.021
## 488 DGS_15 ~~ DGS_1 0.299 0.022 0.022 0.019 0.019
## 132 F1 =~ DGS_21 0.297 -0.031 -0.031 -0.018 -0.018
## 934 DGS_54 ~~ DGS_20 0.297 0.027 0.027 0.019 0.019
## 758 DGS_56 ~~ DGS_39 0.292 0.022 0.022 0.020 0.020
## 546 DGS_17 ~~ DGS_13 0.291 -0.022 -0.022 -0.019 -0.019
## 980 DGS_69 ~~ DGS_46 0.290 0.016 0.016 0.021 0.021
## 666 DGS_33 ~~ DGS_26 0.289 -0.013 -0.013 -0.019 -0.019
## 953 DGS_57 ~~ DGS_29 0.287 0.020 0.020 0.020 0.020
## 1236 DGS_28 ~~ DGS_35 0.287 0.028 0.028 0.029 0.029
## 983 DGS_69 ~~ DGS_1 0.287 0.024 0.024 0.019 0.019
## 252 F4 =~ DGS_35 0.286 0.022 0.022 0.014 0.014
## 359 F7 =~ DGS_72 0.277 -0.029 -0.029 -0.019 -0.019
## 1073 DGS_27 ~~ DGS_13 0.272 -0.027 -0.027 -0.019 -0.019
## 193 F3 =~ DGS_32 0.272 0.029 0.029 0.023 0.023
## 682 DGS_33 ~~ DGS_20 0.268 -0.019 -0.019 -0.018 -0.018
## 656 DGS_32 ~~ DGS_70 0.267 -0.024 -0.024 -0.018 -0.018
## 643 DGS_32 ~~ DGS_21 0.266 -0.018 -0.018 -0.022 -0.022
## 1219 DGS_65 ~~ DGS_2 0.265 -0.026 -0.026 -0.023 -0.023
## 337 F6 =~ DGS_68 0.264 -0.028 -0.028 -0.017 -0.017
## 790 DGS_60 ~~ DGS_38 0.264 -0.018 -0.018 -0.018 -0.018
## 1062 DGS_27 ~~ DGS_48 0.263 0.021 0.021 0.019 0.019
## 220 F3 =~ DGS_70 0.254 -0.034 -0.034 -0.020 -0.020
## 1087 DGS_29 ~~ DGS_38 0.247 0.024 0.024 0.018 0.018
## 454 DGS_12 ~~ DGS_48 0.245 -0.016 -0.016 -0.017 -0.017
## 1104 DGS_46 ~~ DGS_35 0.241 -0.018 -0.018 -0.019 -0.019
## 648 DGS_32 ~~ DGS_35 0.240 0.018 0.018 0.018 0.018
## 1319 DGS_70 ~~ DGS_11 0.237 0.031 0.031 0.019 0.019
## 1037 DGS_9 ~~ DGS_28 0.235 0.020 0.020 0.019 0.019
## 496 DGS_15 ~~ DGS_68 0.226 -0.015 -0.015 -0.018 -0.018
## 773 DGS_60 ~~ DGS_72 0.226 0.018 0.018 0.016 0.016
## 1007 DGS_72 ~~ DGS_52 0.225 -0.025 -0.025 -0.017 -0.017
## 355 F7 =~ DGS_41 0.224 0.022 0.022 0.015 0.015
## 1021 DGS_72 ~~ DGS_67 0.222 0.027 0.027 0.016 0.016
## 542 DGS_17 ~~ DGS_70 0.219 -0.019 -0.019 -0.016 -0.016
## 840 DGS_10 ~~ DGS_46 0.215 0.013 0.013 0.019 0.019
## 1257 DGS_35 ~~ DGS_71 0.212 -0.020 -0.020 -0.017 -0.017
## 856 DGS_10 ~~ DGS_67 0.207 -0.017 -0.017 -0.018 -0.018
## 820 DGS_75 ~~ DGS_68 0.196 0.017 0.017 0.016 0.016
## 517 DGS_17 ~~ DGS_41 0.192 -0.013 -0.013 -0.016 -0.016
## 949 DGS_57 ~~ DGS_69 0.187 0.012 0.012 0.016 0.016
## 1119 DGS_51 ~~ DGS_21 0.180 0.020 0.020 0.018 0.018
## 1183 DGS_21 ~~ DGS_39 0.178 -0.019 -0.019 -0.019 -0.019
## 378 F7 =~ DGS_67 0.175 0.024 0.024 0.015 0.015
## 1189 DGS_21 ~~ DGS_11 0.175 -0.020 -0.020 -0.020 -0.020
## 467 DGS_15 ~~ DGS_19 0.172 -0.011 -0.011 -0.015 -0.015
## 925 DGS_54 ~~ DGS_27 0.172 -0.016 -0.016 -0.015 -0.015
## 1156 DGS_1 ~~ DGS_21 0.167 -0.025 -0.025 -0.020 -0.020
## 943 DGS_54 ~~ DGS_67 0.167 0.019 0.019 0.014 0.014
## 345 F7 =~ DGS_19 0.164 -0.016 -0.016 -0.013 -0.013
## 855 DGS_10 ~~ DGS_45 0.163 0.018 0.018 0.015 0.015
## 786 DGS_60 ~~ DGS_35 0.163 -0.014 -0.014 -0.015 -0.015
## 834 DGS_10 ~~ DGS_57 0.160 -0.011 -0.011 -0.017 -0.017
## 909 DGS_41 ~~ DGS_48 0.160 -0.017 -0.017 -0.014 -0.014
## 660 DGS_32 ~~ DGS_13 0.155 0.018 0.018 0.014 0.014
## 879 DGS_26 ~~ DGS_35 0.151 0.013 0.013 0.015 0.015
## 869 DGS_26 ~~ DGS_29 0.149 -0.014 -0.014 -0.015 -0.015
## 1047 DGS_9 ~~ DGS_71 0.147 0.018 0.018 0.013 0.013
## 783 DGS_60 ~~ DGS_65 0.146 0.015 0.015 0.014 0.014
## 1093 DGS_29 ~~ DGS_2 0.141 -0.018 -0.018 -0.017 -0.017
## 843 DGS_10 ~~ DGS_1 0.139 -0.015 -0.015 -0.014 -0.014
## 868 DGS_26 ~~ DGS_27 0.139 0.012 0.012 0.014 0.014
## 459 DGS_12 ~~ DGS_45 0.139 0.016 0.016 0.013 0.013
## 1092 DGS_29 ~~ DGS_71 0.139 0.018 0.018 0.013 0.013
## 321 F6 =~ DGS_69 0.136 -0.013 -0.013 -0.010 -0.010
## 792 DGS_60 ~~ DGS_45 0.134 0.018 0.018 0.013 0.013
## 1085 DGS_29 ~~ DGS_68 0.132 -0.017 -0.017 -0.014 -0.014
## 872 DGS_26 ~~ DGS_52 0.130 -0.014 -0.014 -0.013 -0.013
## 700 DGS_49 ~~ DGS_10 0.123 -0.010 -0.010 -0.014 -0.014
## 830 DGS_75 ~~ DGS_13 0.121 -0.017 -0.017 -0.012 -0.012
## 827 DGS_75 ~~ DGS_71 0.118 0.014 0.014 0.012 0.012
## 353 F7 =~ DGS_10 0.116 0.013 0.013 0.009 0.009
## 668 DGS_33 ~~ DGS_54 0.111 0.010 0.010 0.011 0.011
## 202 F3 =~ DGS_54 0.111 -0.015 -0.015 -0.013 -0.013
## 1179 DGS_21 ~~ DGS_48 0.108 -0.014 -0.014 -0.014 -0.014
## 392 DGS_4 ~~ DGS_10 0.108 -0.010 -0.010 -0.012 -0.012
## 1072 DGS_27 ~~ DGS_11 0.105 -0.015 -0.015 -0.013 -0.013
## 999 DGS_69 ~~ DGS_2 0.105 0.012 0.012 0.014 0.014
## 987 DGS_69 ~~ DGS_20 0.101 0.013 0.013 0.012 0.012
## 626 DGS_32 ~~ DGS_56 0.099 -0.010 -0.010 -0.011 -0.011
## 878 DGS_26 ~~ DGS_28 0.096 0.010 0.010 0.012 0.012
## 1095 DGS_29 ~~ DGS_13 0.093 0.018 0.018 0.011 0.011
## 1077 DGS_29 ~~ DGS_1 0.088 0.017 0.017 0.011 0.011
## 425 DGS_12 ~~ DGS_17 0.088 -0.007 -0.007 -0.011 -0.011
## 1040 DGS_9 ~~ DGS_68 0.087 -0.013 -0.013 -0.011 -0.011
## 1288 DGS_6 ~~ DGS_2 0.087 -0.013 -0.013 -0.013 -0.013
## 1109 DGS_46 ~~ DGS_39 0.086 -0.011 -0.011 -0.012 -0.012
## 335 F6 =~ DGS_35 0.086 0.016 0.016 0.010 0.010
## 1082 DGS_29 ~~ DGS_28 0.084 -0.013 -0.013 -0.012 -0.012
## 556 DGS_19 ~~ DGS_41 0.081 -0.010 -0.010 -0.010 -0.010
## 647 DGS_32 ~~ DGS_28 0.079 -0.010 -0.010 -0.011 -0.011
## 963 DGS_57 ~~ DGS_35 0.077 0.009 0.009 0.010 0.010
## 410 DGS_4 ~~ DGS_28 0.075 0.011 0.011 0.010 0.010
## 302 F5 =~ DGS_11 0.073 0.015 0.015 0.008 0.008
## 1246 DGS_28 ~~ DGS_2 0.073 -0.011 -0.011 -0.013 -0.013
## 371 F7 =~ DGS_28 0.072 0.012 0.012 0.008 0.008
## 455 DGS_12 ~~ DGS_68 0.069 0.008 0.008 0.010 0.010
## 850 DGS_10 ~~ DGS_48 0.066 0.008 0.008 0.010 0.010
## 529 DGS_17 ~~ DGS_21 0.066 0.008 0.008 0.011 0.011
## 315 F6 =~ DGS_75 0.065 -0.011 -0.011 -0.009 -0.009
## 402 DGS_4 ~~ DGS_46 0.065 0.009 0.009 0.009 0.009
## 622 DGS_22 ~~ DGS_11 0.063 0.012 0.012 0.009 0.009
## 602 DGS_22 ~~ DGS_46 0.063 0.009 0.009 0.009 0.009
## 606 DGS_22 ~~ DGS_21 0.062 -0.010 -0.010 -0.010 -0.010
## 1038 DGS_9 ~~ DGS_35 0.062 -0.011 -0.011 -0.009 -0.009
## 300 F5 =~ DGS_71 0.061 -0.013 -0.013 -0.010 -0.010
## 1287 DGS_6 ~~ DGS_71 0.059 -0.012 -0.012 -0.009 -0.009
## 397 DGS_4 ~~ DGS_69 0.057 0.008 0.008 0.008 0.008
## 775 DGS_60 ~~ DGS_27 0.056 -0.008 -0.008 -0.009 -0.009
## 1049 DGS_9 ~~ DGS_11 0.056 -0.012 -0.012 -0.009 -0.009
## 317 F6 =~ DGS_26 0.056 -0.008 -0.008 -0.006 -0.006
## 367 F7 =~ DGS_21 0.055 -0.013 -0.013 -0.007 -0.007
## 1025 DGS_72 ~~ DGS_11 0.055 -0.013 -0.013 -0.009 -0.009
## 800 DGS_75 ~~ DGS_26 0.053 0.007 0.007 0.008 0.008
## 903 DGS_41 ~~ DGS_21 0.053 -0.009 -0.009 -0.010 -0.010
## 1090 DGS_29 ~~ DGS_67 0.052 -0.012 -0.012 -0.009 -0.009
## 612 DGS_22 ~~ DGS_48 0.052 -0.009 -0.009 -0.008 -0.008
## 533 DGS_17 ~~ DGS_28 0.051 -0.007 -0.007 -0.009 -0.009
## 778 DGS_60 ~~ DGS_51 0.049 0.008 0.008 0.008 0.008
## 629 DGS_32 ~~ DGS_10 0.048 -0.006 -0.006 -0.008 -0.008
## 548 DGS_19 ~~ DGS_32 0.046 -0.007 -0.007 -0.008 -0.008
## 1290 DGS_6 ~~ DGS_13 0.045 0.012 0.012 0.008 0.008
## 1153 DGS_52 ~~ DGS_2 0.045 -0.010 -0.010 -0.009 -0.009
## 1152 DGS_52 ~~ DGS_71 0.045 -0.010 -0.010 -0.007 -0.007
## 228 F4 =~ DGS_17 0.044 -0.008 -0.008 -0.007 -0.007
## 489 DGS_15 ~~ DGS_21 0.043 0.006 0.006 0.009 0.009
## 694 DGS_33 ~~ DGS_2 0.042 -0.006 -0.006 -0.009 -0.009
## 1244 DGS_28 ~~ DGS_70 0.039 -0.010 -0.010 -0.008 -0.008
## 1300 DGS_39 ~~ DGS_67 0.038 0.012 0.012 0.008 0.008
## 996 DGS_69 ~~ DGS_67 0.036 0.008 0.008 0.007 0.007
## 654 DGS_32 ~~ DGS_45 0.036 0.010 0.010 0.007 0.007
## 826 DGS_75 ~~ DGS_70 0.036 0.009 0.009 0.006 0.006
## 524 DGS_17 ~~ DGS_29 0.035 -0.006 -0.006 -0.007 -0.007
## 645 DGS_32 ~~ DGS_65 0.035 -0.008 -0.008 -0.007 -0.007
## 554 DGS_19 ~~ DGS_10 0.031 -0.005 -0.005 -0.007 -0.007
## 881 DGS_26 ~~ DGS_68 0.031 -0.006 -0.006 -0.007 -0.007
## 1055 DGS_27 ~~ DGS_1 0.030 -0.009 -0.009 -0.006 -0.006
## 689 DGS_33 ~~ DGS_39 0.030 -0.006 -0.006 -0.007 -0.007
## 1069 DGS_27 ~~ DGS_70 0.030 -0.009 -0.009 -0.006 -0.006
## 1026 DGS_72 ~~ DGS_13 0.029 -0.011 -0.011 -0.006 -0.006
## 189 F3 =~ DGS_15 0.029 -0.008 -0.008 -0.007 -0.007
## 1067 DGS_27 ~~ DGS_45 0.028 -0.010 -0.010 -0.006 -0.006
## 1275 DGS_68 ~~ DGS_45 0.028 -0.010 -0.010 -0.006 -0.006
## 461 DGS_12 ~~ DGS_70 0.027 0.007 0.007 0.006 0.006
## 285 F5 =~ DGS_27 0.027 0.008 0.008 0.005 0.005
## 204 F3 =~ DGS_69 0.027 0.007 0.007 0.005 0.005
## 946 DGS_54 ~~ DGS_2 0.026 0.007 0.007 0.007 0.007
## 627 DGS_32 ~~ DGS_60 0.025 0.005 0.005 0.006 0.006
## 407 DGS_4 ~~ DGS_44 0.024 -0.006 -0.006 -0.006 -0.006
## 184 F2 =~ DGS_2 0.023 -0.009 -0.009 -0.005 -0.005
## 439 DGS_12 ~~ DGS_69 0.023 0.004 0.004 0.005 0.005
## 873 DGS_26 ~~ DGS_1 0.022 -0.007 -0.007 -0.005 -0.005
## 585 DGS_19 ~~ DGS_13 0.022 -0.007 -0.007 -0.005 -0.005
## 245 F4 =~ DGS_27 0.021 -0.006 -0.006 -0.004 -0.004
## 947 DGS_54 ~~ DGS_11 0.020 -0.007 -0.007 -0.005 -0.005
## 905 DGS_41 ~~ DGS_65 0.020 -0.007 -0.007 -0.005 -0.005
## 1126 DGS_51 ~~ DGS_68 0.020 -0.007 -0.007 -0.005 -0.005
## 1045 DGS_9 ~~ DGS_67 0.017 -0.007 -0.007 -0.005 -0.005
## 696 DGS_33 ~~ DGS_13 0.015 0.005 0.005 0.004 0.004
## 708 DGS_49 ~~ DGS_27 0.015 0.005 0.005 0.004 0.004
## 1121 DGS_51 ~~ DGS_65 0.014 0.006 0.006 0.004 0.004
## 641 DGS_32 ~~ DGS_52 0.014 -0.005 -0.005 -0.004 -0.004
## 479 DGS_15 ~~ DGS_57 0.013 0.003 0.003 0.004 0.004
## 651 DGS_32 ~~ DGS_6 0.012 -0.004 -0.004 -0.004 -0.004
## 1145 DGS_52 ~~ DGS_68 0.012 -0.005 -0.005 -0.004 -0.004
## 318 F6 =~ DGS_41 0.011 0.004 0.004 0.003 0.003
## 1305 DGS_39 ~~ DGS_13 0.011 -0.006 -0.006 -0.004 -0.004
## 314 F6 =~ DGS_60 0.010 0.004 0.004 0.003 0.003
## 494 DGS_15 ~~ DGS_35 0.010 -0.003 -0.003 -0.004 -0.004
## 373 F7 =~ DGS_68 0.010 -0.005 -0.005 -0.003 -0.003
## 816 DGS_75 ~~ DGS_20 0.010 -0.005 -0.005 -0.003 -0.003
## 862 DGS_26 ~~ DGS_41 0.010 0.003 0.003 0.004 0.004
## 1071 DGS_27 ~~ DGS_2 0.009 -0.004 -0.004 -0.004 -0.004
## 282 F5 =~ DGS_69 0.009 -0.003 -0.003 -0.002 -0.002
## 801 DGS_75 ~~ DGS_41 0.009 0.003 0.003 0.003 0.003
## 1207 DGS_65 ~~ DGS_20 0.009 0.006 0.006 0.003 0.003
## 1206 DGS_44 ~~ DGS_13 0.008 0.005 0.005 0.003 0.003
## 1241 DGS_28 ~~ DGS_39 0.008 0.004 0.004 0.004 0.004
## 1277 DGS_68 ~~ DGS_70 0.008 0.005 0.005 0.003 0.003
## 745 DGS_56 ~~ DGS_51 0.007 0.004 0.004 0.003 0.003
## 1252 DGS_35 ~~ DGS_38 0.007 -0.004 -0.004 -0.003 -0.003
## 1208 DGS_65 ~~ DGS_28 0.007 -0.004 -0.004 -0.003 -0.003
## 190 F3 =~ DGS_17 0.007 -0.004 -0.004 -0.003 -0.003
## 194 F3 =~ DGS_33 0.006 -0.004 -0.004 -0.003 -0.003
## 582 DGS_19 ~~ DGS_71 0.006 -0.003 -0.003 -0.003 -0.003
## 1078 DGS_29 ~~ DGS_21 0.005 0.003 0.003 0.003 0.003
## 1249 DGS_35 ~~ DGS_48 0.005 -0.003 -0.003 -0.003 -0.003
## 784 DGS_60 ~~ DGS_20 0.005 -0.003 -0.003 -0.002 -0.002
## 544 DGS_17 ~~ DGS_2 0.005 0.002 0.002 0.003 0.003
## 614 DGS_22 ~~ DGS_6 0.005 0.003 0.003 0.003 0.003
## 525 DGS_17 ~~ DGS_46 0.004 -0.002 -0.002 -0.002 -0.002
## 176 F2 =~ DGS_68 0.003 -0.002 -0.002 -0.001 -0.001
## 810 DGS_75 ~~ DGS_51 0.003 -0.002 -0.002 -0.002 -0.002
## 191 F3 =~ DGS_19 0.003 0.003 0.003 0.003 0.003
## 740 DGS_56 ~~ DGS_72 0.003 0.003 0.003 0.002 0.002
## 755 DGS_56 ~~ DGS_68 0.003 -0.002 -0.002 -0.002 -0.002
## 638 DGS_32 ~~ DGS_29 0.003 0.002 0.002 0.002 0.002
## 275 F5 =~ DGS_60 0.003 -0.002 -0.002 -0.001 -0.001
## 1096 DGS_46 ~~ DGS_51 0.002 0.002 0.002 0.002 0.002
## 1316 DGS_67 ~~ DGS_13 0.002 0.003 0.003 0.002 0.002
## 920 DGS_41 ~~ DGS_13 0.002 0.002 0.002 0.002 0.002
## 854 DGS_10 ~~ DGS_39 0.002 0.002 0.002 0.002 0.002
## 1314 DGS_67 ~~ DGS_2 0.002 0.002 0.002 0.002 0.002
## 251 F4 =~ DGS_28 0.002 0.002 0.002 0.001 0.001
## 678 DGS_33 ~~ DGS_1 0.002 0.002 0.002 0.001 0.001
## 515 DGS_17 ~~ DGS_10 0.001 0.001 0.001 0.001 0.001
## 1298 DGS_38 ~~ DGS_13 0.001 0.002 0.002 0.001 0.001
## 899 DGS_41 ~~ DGS_46 0.001 0.001 0.001 0.001 0.001
## 436 DGS_12 ~~ DGS_41 0.001 -0.001 -0.001 -0.001 -0.001
## 1157 DGS_1 ~~ DGS_44 0.000 0.001 0.001 0.000 0.000
## 607 DGS_22 ~~ DGS_44 0.000 0.000 0.000 0.000 0.000
## 362 F7 =~ DGS_29 0.000 0.000 0.000 0.000 0.000semPaths(DGS_7M_C_fit,
whatLabels = "std",
what = "std",
layout = "tree2",
edge.label.cex = 1)
model_parameters(DGS_7M_C_fit, standardize = TRUE)## # Loading
##
## Link | Coefficient | SE | 95% CI | z | p
## -----------------------------------------------------------------
## F1 =~ DGS_4 | 0.50 | 0.03 | [0.45, 0.55] | 19.23 | < .001
## F1 =~ DGS_12 | 0.65 | 0.02 | [0.61, 0.69] | 32.40 | < .001
## F1 =~ DGS_15 | 0.70 | 0.02 | [0.67, 0.74] | 39.28 | < .001
## F1 =~ DGS_17 | 0.72 | 0.02 | [0.69, 0.75] | 41.76 | < .001
## F1 =~ DGS_19 | 0.63 | 0.02 | [0.59, 0.67] | 30.36 | < .001
## F1 =~ DGS_22 | 0.45 | 0.03 | [0.40, 0.50] | 16.56 | < .001
## F1 =~ DGS_32 | 0.67 | 0.02 | [0.64, 0.71] | 34.98 | < .001
## F1 =~ DGS_33 | 0.73 | 0.02 | [0.69, 0.76] | 42.87 | < .001
## F1 =~ DGS_49 | 0.69 | 0.02 | [0.66, 0.73] | 37.69 | < .001
## F1 =~ DGS_56 | 0.70 | 0.02 | [0.67, 0.74] | 38.90 | < .001
## F1 =~ DGS_60 | 0.72 | 0.02 | [0.69, 0.75] | 42.06 | < .001
## F1 =~ DGS_75 | 0.62 | 0.02 | [0.58, 0.67] | 29.42 | < .001
## F2 =~ DGS_10 | 0.83 | 0.01 | [0.81, 0.86] | 65.96 | < .001
## F2 =~ DGS_26 | 0.73 | 0.02 | [0.70, 0.77] | 42.64 | < .001
## F2 =~ DGS_41 | 0.68 | 0.02 | [0.64, 0.72] | 35.15 | < .001
## F2 =~ DGS_54 | 0.48 | 0.03 | [0.43, 0.53] | 17.83 | < .001
## F2 =~ DGS_57 | 0.64 | 0.02 | [0.59, 0.68] | 29.78 | < .001
## F2 =~ DGS_69 | 0.76 | 0.02 | [0.73, 0.79] | 46.92 | < .001
## F2 =~ DGS_72 | 0.56 | 0.02 | [0.51, 0.61] | 23.18 | < .001
## F3 =~ DGS_9 | 0.64 | 0.02 | [0.60, 0.68] | 29.77 | < .001
## F3 =~ DGS_27 | 0.72 | 0.02 | [0.68, 0.75] | 39.45 | < .001
## F3 =~ DGS_29 | 0.76 | 0.02 | [0.73, 0.79] | 46.06 | < .001
## F3 =~ DGS_46 | 0.76 | 0.02 | [0.73, 0.79] | 46.85 | < .001
## F3 =~ DGS_51 | 0.51 | 0.03 | [0.46, 0.56] | 19.71 | < .001
## F3 =~ DGS_52 | 0.70 | 0.02 | [0.66, 0.73] | 36.48 | < .001
## F4 =~ DGS_1 | 0.53 | 0.03 | [0.48, 0.58] | 20.47 | < .001
## F4 =~ DGS_21 | 0.85 | 0.01 | [0.82, 0.88] | 60.77 | < .001
## F4 =~ DGS_44 | 0.73 | 0.02 | [0.70, 0.77] | 39.68 | < .001
## F4 =~ DGS_65 | 0.73 | 0.02 | [0.69, 0.76] | 39.18 | < .001
## F5 =~ DGS_20 | 0.59 | 0.02 | [0.54, 0.63] | 24.61 | < .001
## F5 =~ DGS_28 | 0.81 | 0.02 | [0.78, 0.84] | 53.73 | < .001
## F5 =~ DGS_35 | 0.77 | 0.02 | [0.74, 0.80] | 46.85 | < .001
## F5 =~ DGS_48 | 0.49 | 0.03 | [0.44, 0.55] | 18.58 | < .001
## F5 =~ DGS_68 | 0.77 | 0.02 | [0.74, 0.81] | 47.45 | < .001
## F6 =~ DGS_6 | 0.74 | 0.02 | [0.70, 0.77] | 38.76 | < .001
## F6 =~ DGS_38 | 0.51 | 0.03 | [0.45, 0.56] | 18.51 | < .001
## F6 =~ DGS_39 | 0.75 | 0.02 | [0.71, 0.78] | 40.17 | < .001
## F6 =~ DGS_45 | 0.50 | 0.03 | [0.45, 0.56] | 18.46 | < .001
## F6 =~ DGS_67 | 0.63 | 0.02 | [0.58, 0.67] | 27.11 | < .001
## F6 =~ DGS_70 | 0.54 | 0.03 | [0.49, 0.60] | 20.90 | < .001
## F6 =~ DGS_71 | 0.48 | 0.03 | [0.42, 0.53] | 16.94 | < .001
## F7 =~ DGS_2 | 0.83 | 0.02 | [0.79, 0.86] | 46.40 | < .001
## F7 =~ DGS_11 | 0.77 | 0.02 | [0.73, 0.81] | 39.95 | < .001
## F7 =~ DGS_48 | 0.32 | 0.03 | [0.27, 0.38] | 11.13 | < .001
## F7 =~ DGS_13 | 0.56 | 0.03 | [0.51, 0.61] | 21.89 | < .001
##
## # Correlation
##
## Link | Coefficient | SE | 95% CI | z | p
## --------------------------------------------------------------
## F1 ~~ F2 | 0.57 | 0.03 | [ 0.52, 0.62] | 22.09 | < .001
## F1 ~~ F3 | 0.73 | 0.02 | [ 0.69, 0.77] | 36.62 | < .001
## F1 ~~ F4 | 0.55 | 0.03 | [ 0.50, 0.61] | 20.25 | < .001
## F1 ~~ F5 | 0.42 | 0.03 | [ 0.36, 0.48] | 13.51 | < .001
## F1 ~~ F6 | 0.49 | 0.03 | [ 0.43, 0.55] | 16.34 | < .001
## F1 ~~ F7 | 0.44 | 0.03 | [ 0.38, 0.50] | 13.89 | < .001
## F2 ~~ F3 | 0.52 | 0.03 | [ 0.47, 0.58] | 18.30 | < .001
## F2 ~~ F4 | 0.67 | 0.02 | [ 0.62, 0.71] | 28.26 | < .001
## F2 ~~ F5 | -0.05 | 0.04 | [-0.13, 0.02] | -1.44 | 0.149
## F2 ~~ F6 | 0.22 | 0.04 | [ 0.15, 0.29] | 6.07 | < .001
## F2 ~~ F7 | 0.44 | 0.03 | [ 0.38, 0.51] | 13.73 | < .001
## F3 ~~ F4 | 0.35 | 0.03 | [ 0.29, 0.42] | 10.33 | < .001
## F3 ~~ F5 | 0.49 | 0.03 | [ 0.43, 0.55] | 16.24 | < .001
## F3 ~~ F6 | 0.56 | 0.03 | [ 0.50, 0.62] | 19.47 | < .001
## F3 ~~ F7 | 0.42 | 0.03 | [ 0.36, 0.49] | 12.60 | < .001
## F4 ~~ F5 | 0.01 | 0.04 | [-0.06, 0.09] | 0.31 | 0.753
## F4 ~~ F6 | 0.26 | 0.04 | [ 0.19, 0.33] | 7.02 | < .001
## F4 ~~ F7 | 0.45 | 0.03 | [ 0.38, 0.51] | 13.64 | < .001
## F5 ~~ F6 | 0.52 | 0.03 | [ 0.47, 0.58] | 17.48 | < .001
## F5 ~~ F7 | 0.34 | 0.04 | [ 0.27, 0.41] | 9.41 | < .001
## F6 ~~ F7 | 0.43 | 0.03 | [ 0.36, 0.50] | 12.71 | < .001tidy(DGS_7M_C_fit) #with corvar compared to the latter one## # A tibble: 117 × 9
## term op estimate std.error statistic p.value std.lv std.all std.nox
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 F1 =~ DGS_4 =~ 0.651 0.0412 15.8 0 0.651 0.496 0.496
## 2 F1 =~ DGS_… =~ 0.691 0.0315 22.0 0 0.691 0.652 0.652
## 3 F1 =~ DGS_… =~ 0.799 0.0329 24.3 0 0.799 0.703 0.703
## 4 F1 =~ DGS_… =~ 0.830 0.0332 25.0 0 0.830 0.719 0.719
## 5 F1 =~ DGS_… =~ 0.768 0.0363 21.2 0 0.768 0.633 0.633
## 6 F1 =~ DGS_… =~ 0.544 0.0385 14.1 0 0.544 0.450 0.450
## 7 F1 =~ DGS_… =~ 0.857 0.0374 22.9 0 0.857 0.673 0.673
## 8 F1 =~ DGS_… =~ 0.826 0.0326 25.3 0 0.826 0.725 0.725
## 9 F1 =~ DGS_… =~ 0.992 0.0417 23.8 0 0.992 0.693 0.693
## 10 F1 =~ DGS_… =~ 0.973 0.0403 24.2 0 0.973 0.701 0.701
## # ℹ 107 more rowsglance(DGS_7M_C_fit) # fit indices in a glance## # A tibble: 1 × 17
## agfi AIC BIC cfi chisq npar rmsea rmsea.conf.high srmr tli
## <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 0.727 134747. 135282. 0.794 5132. 110 0.0709 0.0728 0.0928 0.778
## # ℹ 7 more variables: converged <lgl>, estimator <chr>, ngroups <int>,
## # missing_method <chr>, nobs <int>, norig <int>, nexcluded <int>#compare model: anova(model1,model2)
#check fitmeasures(model, c("aic","evic"))###Item analysis
DGS_7model_1 <- DGS %>%
select(c(DGS_4,DGS_12,DGS_15,DGS_17,DGS_19,DGS_22,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75))
DGS_7model_2 <- DGS %>%
select(c(DGS_10,DGS_26,DGS_41,DGS_54,DGS_57,DGS_69,DGS_72))
DGS_7model_3 <- DGS %>%
select(c(DGS_9, DGS_27,DGS_29,DGS_46,DGS_51,DGS_52))
DGS_7model_4 <- DGS %>%
select(c(DGS_1,DGS_21,DGS_44,DGS_65))
DGS_7model_5 <- DGS %>%
select(c(DGS_20,DGS_28,DGS_35,DGS_48,DGS_68))
DGS_7model_6 <- DGS %>%
select(c(DGS_6,DGS_38,DGS_39,DGS_45,DGS_67,DGS_70,DGS_71))
DGS_7model_7 <- DGS %>%
select(c(DGS_2,DGS_11,DGS_48,DGS_13))#visualization
corPlot(DGS_7model_1)
corPlot(DGS_7model_2)
corPlot(DGS_7model_3)
corPlot(DGS_7model_4)
corPlot(DGS_7model_5)
corPlot(DGS_7model_6)
corPlot(DGS_7model_7)
## make a correlation matrix to screen for overlapping items##IRT! (generalized partial credit model)
#1
DGS_IRT_1 = mirt(data = DGS_7model_1,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -16282.178, Max-Change: 1.71172
Iteration: 2, Log-Lik: -15930.558, Max-Change: 0.70713
Iteration: 3, Log-Lik: -15875.033, Max-Change: 0.48750
Iteration: 4, Log-Lik: -15852.439, Max-Change: 0.42612
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Iteration: 145, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 146, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 147, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 148, Log-Lik: -15821.988, Max-Change: 0.00010
Iteration: 149, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 150, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 151, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 152, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 153, Log-Lik: -15821.988, Max-Change: 0.00013
Iteration: 154, Log-Lik: -15821.988, Max-Change: 0.00010
Iteration: 155, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 156, Log-Lik: -15821.988, Max-Change: 0.00011
Iteration: 157, Log-Lik: -15821.988, Max-Change: 0.00011
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Iteration: 159, Log-Lik: -15821.988, Max-Change: 0.00012
Iteration: 160, Log-Lik: -15821.988, Max-Change: 0.00010summary(DGS_IRT_1)## F1 h2
## DGS_4 0.328 0.108
## DGS_12 0.571 0.327
## DGS_15 0.603 0.363
## DGS_17 0.636 0.405
## DGS_19 0.486 0.236
## DGS_22 0.320 0.103
## DGS_32 0.537 0.288
## DGS_33 0.667 0.445
## DGS_49 0.490 0.240
## DGS_56 0.540 0.292
## DGS_60 0.602 0.362
## DGS_75 0.470 0.221
##
## SS loadings: 3.39
## Proportion Var: 0.282
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_1, IRTpars = T)## $DGS_4
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.591 -2.631 -1.591 -2.407 -1.024 0.493 2.719 0
##
## $DGS_12
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.185 -2.567 -2.195 -2.448 -1.481 -0.326 1.272 0
##
## $DGS_15
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.286 -1.583 -2.873 -1.624 -1.51 -0.277 1.243 0
##
## $DGS_17
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.403 -1.61 -2.238 -1.86 -1.418 -0.182 1.195 0
##
## $DGS_19
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.945 -2.555 -1.606 -2.13 -0.464 0.9 2.306 0
##
## $DGS_22
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.576 -2.362 -2.273 -2.957 -1.32 0.312 2.413 0
##
## $DGS_32
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.083 -2.173 -1.937 -1.741 -1.263 -0.187 1.193 0
##
## $DGS_33
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.525 -2.456 -1.809 -1.981 -1.287 -0.526 1.061 0
##
## $DGS_49
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.957 -1.818 -1.546 -1.126 -0.12 1.144 2.043 0
##
## $DGS_56
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.092 -2.11 -1.563 -1.132 -0.581 0.865 1.968 0
##
## $DGS_60
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.282 -1.707 -2.01 -1.862 -1.04 0.168 1.182 0
##
## $DGS_75
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.907 -3.19 -1.82 -1.722 -0.461 0.65 2.104 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_1, 1, type = "trace")
itemplot(DGS_IRT_1, 1, type = "info")
plot(DGS_IRT_1, type = "trace")
plot(DGS_IRT_1, type = "info")
plot(DGS_IRT_1) #expected score curve
#person fit
fscores(DGS_IRT_1) #factor score for each participants## F1
## [1,] -0.6122080758
## [2,] 1.3397107533
## [3,] -0.9821649290
## [4,] 0.6953843981
## [5,] -1.2569052367
## [6,] -0.7486477398
## [7,] 0.1781171593
## [8,] -0.2930523856
## [9,] 0.7246485057
## [10,] -1.0391882847
## [11,] 0.6661456651
## [12,] 0.1540130826
## [13,] -0.2784002898
## [14,] -0.1171918647
## [15,] 0.1895241226
## [16,] 0.4913630108
## [17,] 0.4466743047
## [18,] 1.5012962679
## [19,] -0.0669343233
## [20,] 0.6669321362
## [21,] -1.3917483513
## [22,] -0.3872826347
## [23,] 0.4294873308
## [24,] 0.0266567690
## [25,] 0.2486013133
## [26,] -1.2462124362
## [27,] -0.9790701838
## [28,] 0.6106980570
## [29,] -0.0030982972
## [30,] -0.3920670224
## [31,] -0.0952918183
## [32,] 1.2751470002
## [33,] -0.1060999605
## [34,] -0.0482487067
## [35,] -0.9182044154
## [36,] 0.7935212554
## [37,] -0.0348345212
## [38,] -0.7763555874
## [39,] -0.4123942404
## [40,] -0.9263233354
## [41,] -0.0226591392
## [42,] -1.2983367536
## [43,] 0.8654083677
## [44,] -0.1206047379
## [45,] -0.0945462349
## [46,] -0.9121164537
## [47,] 0.9157983629
## [48,] -1.4460816199
## [49,] 0.1345422361
## [50,] 0.2033962264
## [51,] -1.3980217692
## [52,] 0.8258022469
## [53,] 1.2946571280
## [54,] 0.0490319237
## [55,] 0.2508287362
## [56,] 2.3670772503
## [57,] -1.0165449588
## [58,] -0.7476425259
## [59,] -0.1861894985
## [60,] -0.5125971811
## [61,] 0.7121668641
## [62,] -0.8097549859
## [63,] -0.6271380960
## [64,] 0.4133311241
## [65,] -1.0237484125
## [66,] -0.3804197960
## [67,] -0.6810325666
## [68,] 0.0954781454
## [69,] 0.0754841186
## [70,] 0.2833677474
## [71,] 0.7762464746
## [72,] 0.3539191515
## [73,] 1.5628186063
## [74,] 0.0459673456
## [75,] -0.4894907428
## [76,] -0.6303433017
## [77,] -1.1085440493
## [78,] -0.1879450711
## [79,] 1.9422296304
## [80,] -0.8645539944
## [81,] -0.5955334118
## [82,] 0.5267936926
## [83,] -0.4146204867
## [84,] -0.6453895054
## [85,] 0.1503533025
## [86,] 0.7395559385
## [87,] 0.3449193574
## [88,] -1.0183199220
## [89,] -0.6679905791
## [90,] -0.1246587162
## [91,] -0.1949271896
## [92,] -0.3840676821
## [93,] 1.3615038896
## [94,] -0.4366330902
## [95,] 1.1362808176
## [96,] -2.0073402022
## [97,] -0.2323659198
## [98,] -0.8596181877
## [99,] 0.2530874460
## [100,] -0.9350208173
## [101,] 0.6587135486
## [102,] 0.0573602564
## [103,] -0.2819953415
## [104,] -1.2075626759
## [105,] -1.2737100778
## [106,] 0.1517115662
## [107,] 2.5252259820
## [108,] -0.1147169205
## [109,] -0.4829164910
## [110,] 2.3294257711
## [111,] -0.2982306067
## [112,] -0.8367865934
## [113,] 0.1116674322
## [114,] -0.0228876499
## [115,] -0.9032307863
## [116,] 0.2005408707
## [117,] 0.7563579980
## [118,] 0.2995090769
## [119,] 0.4864355034
## [120,] 0.2041768541
## [121,] 1.1394638343
## [122,] -0.2659021417
## [123,] -0.1691080351
## [124,] -1.1678353241
## [125,] 1.6545838308
## [126,] -1.1098278156
## [127,] -0.9043441452
## [128,] 0.8392440176
## [129,] 0.1107267791
## [130,] -1.2044336862
## [131,] 0.5252715011
## [132,] 0.5359193668
## [133,] -0.4466302846
## [134,] -0.6026889698
## [135,] -0.1546574051
## [136,] -1.5444696085
## [137,] -1.1266859715
## [138,] -0.6733338525
## [139,] 0.6615086433
## [140,] -0.5741691454
## [141,] -0.6450847167
## [142,] 0.1230467971
## [143,] -0.4389323301
## [144,] -1.0105043812
## [145,] 0.0495662716
## [146,] -0.2036632605
## [147,] 0.8998513912
## [148,] 0.5621587463
## [149,] -1.4294666732
## [150,] -0.6154543140
## [151,] 0.8076295262
## [152,] -0.3512930993
## [153,] -0.3405610095
## [154,] -1.5867640682
## [155,] -0.3627020675
## [156,] 0.8469160142
## [157,] 0.7604626477
## [158,] -0.0133446666
## [159,] 0.7714965585
## [160,] 2.3502459762
## [161,] -0.2745293130
## [162,] -0.8796809436
## [163,] -1.5501788453
## [164,] -0.5231012789
## [165,] -0.4680844250
## [166,] -0.8786644533
## [167,] 1.2459442798
## [168,] -1.1647198338
## [169,] 0.0890462691
## [170,] -1.0476066003
## [171,] 0.5174862593
## [172,] -0.7912193734
## [173,] -0.9470351234
## [174,] 0.2476215052
## [175,] 3.0244769194
## [176,] -0.0560164935
## [177,] -0.7283165860
## [178,] -0.3559370091
## [179,] 0.5826879332
## [180,] -0.2635934880
## [181,] -0.7554043424
## [182,] -0.2715912208
## [183,] 0.2960122814
## [184,] 0.6379373321
## [185,] -0.9183265605
## [186,] 0.0741616111
## [187,] 0.3850899512
## [188,] -0.8625284020
## [189,] 0.5283376987
## [190,] -0.3210392612
## [191,] -0.6755907179
## [192,] 0.4997883451
## [193,] 0.4645358486
## [194,] -0.0206325769
## [195,] -1.1001944343
## [196,] 2.1892797623
## [197,] -1.6881861340
## [198,] 0.1274502906
## [199,] -0.2421934167
## [200,] 0.7917220207
## [201,] 1.0921130805
## [202,] -0.1224212207
## [203,] -0.3111361930
## [204,] -0.8526013997
## [205,] 0.4705101483
## [206,] -0.5216868507
## [207,] -0.5113536401
## [208,] 0.6891950553
## [209,] 3.0244769194
## [210,] 2.5278714197
## [211,] 0.3062133107
## [212,] -0.3201858304
## [213,] -1.1239246399
## [214,] -0.1604852739
## [215,] -0.7598976010
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## [805,] -0.4973920871
## [806,] -0.3520397754
## [807,] 0.8221312895
## [808,] -0.5184936836
## [809,] 0.1732371531
## [810,] -0.8224230472
## [811,] -0.1849805035
## [812,] 1.2171682734
## [813,] -0.9944618377
## [814,] -1.0380010153
## [815,] -0.2249295560
## [816,] 0.8043911052
## [817,] 1.6786580184
## [818,] -0.0392575651
## [819,] 2.8550767292
## [820,] -0.5031512083
## [821,] 0.0993374993
## [822,] -0.5924822124
## [823,] -0.0657415341
## [824,] 0.0657975252
## [825,] -0.6671853195
## [826,] -0.5177983402
## [827,] 3.0244769194
## [828,] -1.7041965894
## [829,] -1.1641339811
## [830,] 1.1271517499
## [831,] -0.7715181507
## [832,] -1.0135023582
## [833,] -0.8762287443
## [834,] -0.2971365572
## [835,] 0.6548079800
## [836,] 0.6257865616
## [837,] -0.4033767329
## [838,] 0.8895716652
## [839,] -0.1552571811
## [840,] -0.5270792983
## [841,] 0.0541776206
## [842,] -1.0643697816
## [843,] 0.3126853681
## [844,] -0.8279989683
## [845,] -0.2522674082
## [846,] 0.8351204646
## [847,] 0.0899840890
## [848,] -0.5080965547
## [849,] 0.5482689192
## [850,] 0.0331690818
## [851,] -1.4003584576
## [852,] -0.2016458465
## [853,] -0.3711043916
## [854,] 2.0316709463
## [855,] 0.8685495702
## [856,] 1.8713371608
## [857,] -0.5679398270
## [858,] -0.6087000266
## [859,] -0.4674274109
## [860,] -2.1308402773
## [861,] -1.1075031276
## [862,] -1.1971313378
## [863,] -1.2419423854
## [864,] 0.2182605141
## [865,] 0.9002267350
## [866,] 1.0184269325
## [867,] -0.9203641406
## [868,] 1.2749978437
## [869,] 1.8557620759
## [870,] -0.4292468111
## [871,] -0.6043392113
## [872,] -1.1572911258
## [873,] 1.1468810798
## [874,] -0.4308822048
## [875,] -0.0163150828
## [876,] -1.1550019775
## [877,] -0.3925513222
## [878,] 0.1131052616
## [879,] -0.1779087756
## [880,] 1.6694853530
## [881,] 2.3049340729
## [882,] 0.1065119422
## [883,] 1.0466992400
## [884,] 1.0484095353
## [885,] 0.6487167007
## [886,] 0.1393248694
## [887,] 1.0538264789
## [888,] -1.6274461596
## [889,] 1.1095279758
## [890,] 0.1660205389
## [891,] -1.1760964590
## [892,] 0.7099726859
## [893,] -1.3497547467
## [894,] 0.6336640003
## [895,] 0.3791729992
## [896,] -0.6817704935
## [897,] -0.1958964315
## [898,] 0.7193099072
## [899,] 1.4963093987
## [900,] 0.6953843981
## [901,] 0.6327255373
## [902,] -1.3142000917
## [903,] -0.8803501556
## [904,] 1.9708117988
## [905,] -1.2649593708
## [906,] -0.4153483181
## [907,] 1.9609307663
## [908,] 2.8550767292
## [909,] 0.9100177032
## [910,] -1.7399182305
## [911,] -0.4643335646
## [912,] -0.6985001438
## [913,] 0.6249165459
## [914,] 0.0436351292
## [915,] -1.1442147415
## [916,] -0.9808045261
## [917,] -2.9353296767
## [918,] -0.9744209365
## [919,] -0.0875392578
## [920,] -0.6620677143
## [921,] 1.3559977266
## [922,] 0.6497778008
## [923,] 0.9525106620
## [924,] -0.7371951578
## [925,] 1.2413082921
## [926,] 1.6378855148
## [927,] -1.7487532085
## [928,] -1.4460276343
## [929,] -0.4084085035
## [930,] -0.2639485042
## [931,] -0.6219098784
## [932,] 1.0063484838
## [933,] 0.7951355043
## [934,] 0.7508032016
## [935,] 2.3993744687
## [936,] 2.4098319878
## [937,] 2.8592877096
## [938,] 0.8501850625
## [939,] 0.7510392249
## [940,] -0.8830911066
## [941,] 0.0387829486
## [942,] 1.7728582934
## [943,] 1.7861127132
## [944,] -0.2241759781
## [945,] 1.1219860803
## [946,] -0.1918704934
## [947,] -0.7267675360
## [948,] -0.9610533043
## [949,] -1.7486006750
## [950,] -0.3500031128
## [951,] 2.3821138039
## [952,] 0.0711032677
## [953,] -0.0116352051
## [954,] -0.4587860528
## [955,] 0.6444892984
## [956,] 1.2121968896
## [957,] 2.2586957714
## [958,] 0.4703041412
## [959,] -0.8491979660
## [960,] 0.2218362744mirt::itemfit(DGS_IRT_1)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_4 134.020 120 0.011 0.180
## 2 DGS_12 91.046 80 0.012 0.187
## 3 DGS_15 97.524 88 0.011 0.229
## 4 DGS_17 78.388 84 0.000 0.652
## 5 DGS_19 122.274 105 0.013 0.119
## 6 DGS_22 150.507 119 0.017 0.027
## 7 DGS_32 106.032 101 0.007 0.346
## 8 DGS_33 91.291 82 0.011 0.226
## 9 DGS_49 127.580 119 0.009 0.279
## 10 DGS_56 143.998 108 0.019 0.012
## 11 DGS_60 81.298 91 0.000 0.757
## 12 DGS_75 104.995 114 0.000 0.715mirt::personfit(DGS_IRT_1)## outfit z.outfit infit z.infit Zh
## 1 0.64038988 -0.768731585 0.56173317 -0.9916843891 7.549449e-01
## 2 0.68346841 -0.790367427 0.62590209 -0.9074844468 8.565862e-01
## 3 1.10105054 0.369533943 1.19394118 0.5658841601 2.571065e-03
## 4 0.15165262 -3.291519715 0.17547146 -2.9216703619 2.185228e+00
## 5 0.37224803 -1.923126089 0.35864251 -2.0150002249 1.317171e+00
## 6 0.53810176 -1.100204608 0.45012750 -1.4033657136 8.591826e-01
## 7 0.48675115 -1.323023775 0.43052357 -1.4597022615 1.150768e+00
## 8 2.18310560 2.133065554 2.52012067 2.4779252412 -1.892149e+00
## 9 0.93327889 -0.032174570 1.04237986 0.2404658076 2.910125e-01
## 10 0.38714183 -1.736461722 0.40562838 -1.6783110222 1.407267e+00
## 11 0.45014181 -1.571950598 0.41144171 -1.6345200987 1.400350e+00
## 12 0.42082095 -1.575052121 0.46984671 -1.3093526331 1.326479e+00
## 13 1.86989012 1.698324557 2.21422580 2.1080102025 -9.161271e-01
## 14 0.92974282 -0.012665611 1.04571440 0.2518260000 5.849619e-01
## 15 0.23067453 -2.519005416 0.22510786 -2.4283993062 1.964747e+00
## 16 0.09173092 -3.779595394 0.11590449 -3.3388570003 2.346352e+00
## 17 0.98265466 0.099618996 0.93549829 -0.0009939568 7.089695e-02
## 18 0.43112323 -1.734504419 0.28196967 -2.3312521150 1.566498e+00
## 19 0.32602267 -1.954919469 0.34309916 -1.7853329380 1.711509e+00
## 20 0.38354186 -1.863516436 0.41893516 -1.6035348036 1.557913e+00
## 21 0.53797775 -1.309805902 0.53590645 -1.3295949936 1.129951e+00
## 22 0.52050360 -1.151413674 0.60386024 -0.8429022504 1.090213e+00
## 23 0.82225124 -0.306030188 0.78839662 -0.3665873985 5.006329e-01
## 24 0.41133291 -1.593318318 0.43859937 -1.4082490051 1.301963e+00
## 25 1.09384265 0.354642665 1.18089574 0.5284875993 -3.681774e-01
## 26 0.61415611 -0.960048100 0.58502448 -1.0760050292 1.086792e+00
## 27 0.16313459 -2.967029248 0.17288239 -2.9204796203 1.927278e+00
## 28 3.01152257 3.360871066 2.92067470 3.1068795938 -4.924655e+00
## 29 1.07929745 0.322150145 1.14508479 0.4538949843 -3.602763e-01
## 30 2.81526267 2.891976592 2.51248770 2.4734141932 -2.751217e+00
## 31 0.71920947 -0.552206090 0.82122104 -0.2556828926 6.318302e-01
## 32 1.71886737 1.659046559 1.87642644 1.8275532295 -1.733373e+00
## 33 0.54343188 -1.089428406 0.42831290 -1.4348504634 9.446595e-01
## 34 0.51652726 -1.187003278 0.52422031 -1.0994381236 1.107069e+00
## 35 3.04652020 3.205901905 2.82908113 2.9791391347 -2.812630e+00
## 36 1.71107980 1.593710660 1.76478343 1.6091679597 -1.864888e+00
## 37 0.31616089 -2.007132276 0.27251722 -2.1239280530 1.663229e+00
## 38 0.52404594 -1.150730312 0.49725952 -1.2374025554 8.951173e-01
## 39 0.41788530 -1.528464022 0.40023557 -1.5428721564 1.255398e+00
## 40 0.22064180 -2.548026077 0.25127126 -2.3806650869 1.610027e+00
## 41 0.76163072 -0.439325778 0.79506486 -0.3228578009 6.702919e-01
## 42 0.35727342 -2.027113589 0.37207924 -1.9790441109 1.633053e+00
## 43 1.13063162 0.446928410 1.12958149 0.4348885040 -4.516426e-01
## 44 1.70301700 1.454510589 1.77380110 1.5134630981 -1.974216e+00
## 45 0.55096489 -1.065111562 0.54589398 -1.0255790261 1.020312e+00
## 46 0.67075526 -0.700082530 0.69564955 -0.6317382889 9.986184e-01
## 47 0.49186895 -1.459393191 0.51096489 -1.2873403749 1.321383e+00
## 48 1.93010640 2.059214115 1.75173307 1.7549455477 -2.074237e+00
## 49 2.73301703 2.874386215 3.06511328 3.1197040604 -2.513936e+00
## 50 0.81532957 -0.308929250 0.90478964 -0.0647454967 3.931820e-01
## 51 0.82842174 -0.340748270 0.86264255 -0.2457273311 4.289335e-01
## 52 0.60296225 -1.026115760 0.63935499 -0.8364053498 9.885686e-01
## 53 1.04884094 0.253218633 1.08567085 0.3392084090 -2.223743e-01
## 54 0.73789163 -0.508523009 0.66437389 -0.6762865541 6.169534e-01
## 55 0.29523815 -2.172321489 0.29165486 -2.0810076829 1.800209e+00
## 56 0.40889625 -1.302054643 0.49196254 -1.1150975689 1.222543e+00
## 57 0.41646504 -1.603955305 0.43544081 -1.5449539238 1.102966e+00
## 58 0.78286672 -0.375233780 0.71094196 -0.5644272011 2.031405e-01
## 59 0.21626083 -2.529585706 0.17197429 -2.7040924942 1.874245e+00
## 60 1.02632189 0.208248892 0.84623234 -0.1972120032 -1.767711e-01
## 61 1.11650076 0.411275576 1.06847616 0.2990781519 -2.773718e-01
## 62 0.49310343 -1.263377632 0.49030359 -1.2701032564 1.082894e+00
## 63 0.73842387 -0.490043985 0.69564570 -0.5941639369 4.852996e-01
## 64 2.28441992 2.381902209 2.58047986 2.6538253588 -3.214608e+00
## 65 1.10748155 0.383978485 0.92498387 -0.0361147478 -4.877442e-02
## 66 0.81918048 -0.277873109 0.81111272 -0.2794444989 3.034555e-01
## 67 0.87485131 -0.140932875 0.86575973 -0.1576282968 5.443119e-01
## 68 1.04462915 0.246547402 1.41755048 0.9590724778 3.796788e-01
## 69 1.94605820 1.840838626 1.39428008 0.9177467867 -1.316892e+00
## 70 2.38912665 2.487439338 2.73867159 2.8035982829 -2.573028e+00
## 71 0.60291391 -1.017866521 0.54960532 -1.1283542765 9.660048e-01
## 72 0.23120448 -2.567023928 0.22211766 -2.4922597739 1.997632e+00
## 73 0.74291270 -0.581397130 0.80060926 -0.3700567994 6.779790e-01
## 74 0.87134775 -0.158131087 0.70129935 -0.5727109299 3.408685e-01
## 75 1.38305974 0.909319016 1.35986283 0.8534573654 -1.349282e+00
## 76 0.29418814 -2.080357796 0.35026425 -1.7820908411 1.593170e+00
## 77 0.88370710 -0.142076297 0.89118929 -0.1281436922 -3.260866e-02
## 78 0.53666562 -1.106127482 0.53588881 -1.0540625379 1.128372e+00
## 79 1.24082778 0.658411909 1.69041189 1.4379407068 -3.370973e-01
## 80 0.33902305 -1.898451936 0.33191013 -1.9354563127 1.405356e+00
## 81 0.49954508 -1.224066246 0.56571636 -0.9768967403 1.220402e+00
## 82 0.12790264 -3.419994147 0.14497123 -3.0958999740 2.179164e+00
## 83 0.45258596 -1.394393004 0.51414297 -1.1288671486 1.163808e+00
## 84 0.35765259 -1.783312413 0.39645227 -1.5903063068 1.338892e+00
## 85 0.68556806 -0.665814805 0.78857985 -0.3473624691 6.641197e-01
## 86 0.24879667 -2.606380996 0.29789264 -2.1813816085 1.781002e+00
## 87 1.13424574 0.443213116 0.96317556 0.0662828290 -4.082723e-01
## 88 1.57140999 1.268032055 1.66527709 1.4363270343 -1.897443e+00
## 89 1.79018943 1.578494619 1.98793564 1.8462652176 -1.062430e+00
## 90 1.53901157 1.187780483 1.80653998 1.5610517405 -8.893954e-01
## 91 0.30999863 -2.015665250 0.25607863 -2.1952866079 1.589832e+00
## 92 0.37157612 -1.720414926 0.34626194 -1.7649808879 1.520201e+00
## 93 0.33964861 -2.202320394 0.24779915 -2.5497144025 1.677171e+00
## 94 1.80463345 1.596628319 1.82863220 1.5946740188 -3.181137e-01
## 95 0.58929618 -1.115076314 0.65092050 -0.8242080159 9.517015e-01
## 96 1.52497510 1.488458247 1.64838190 1.7817023535 -1.924455e+00
## 97 0.34465276 -1.849068478 0.32045027 -1.8767431086 1.601670e+00
## 98 1.03285417 0.221201851 1.20631288 0.5843268219 2.781739e-02
## 99 0.80381795 -0.342679455 0.68514397 -0.6339845247 3.578925e-01
## 100 1.73455714 1.520575734 1.52349294 1.1792106676 -1.225296e+00
## 101 1.15123314 0.488046262 1.06447747 0.2901531927 -3.410524e-01
## 102 0.38368318 -1.713988307 0.39844574 -1.5678285911 1.611318e+00
## 103 1.93677016 1.795031199 1.81145894 1.5649966273 -2.250154e+00
## 104 0.58504717 -1.043976364 0.58380718 -1.0650353541 8.118128e-01
## 105 1.66634100 1.504785103 1.57877617 1.3611224862 -2.457101e+00
## 106 0.36659814 -1.805807436 0.34742864 -1.7975782486 1.636046e+00
## 107 0.78607590 -0.217105879 1.13398371 0.4207439733 6.953095e-01
## 108 0.54590763 -1.080404683 0.46311238 -1.3059186783 1.118151e+00
## 109 1.86762423 1.689302872 1.63675419 1.3105306817 -2.398591e+00
## 110 0.67656231 -0.541418755 0.63157781 -0.7092754372 9.164549e-01
## 111 0.97656874 0.097401525 1.02276605 0.2038376563 -1.728032e-01
## 112 0.46425662 -1.373076382 0.45311186 -1.4148415883 1.182201e+00
## 113 0.95567725 0.043644911 1.17686140 0.5178417083 -1.122944e-02
## 114 1.33158711 0.825524175 1.30026938 0.7472260120 -7.619398e-01
## 115 0.22908597 -2.487987938 0.18915265 -2.7577401239 1.829201e+00
## 116 0.23123952 -2.518652932 0.26599735 -2.2016851577 1.924257e+00
## 117 1.58700417 1.367618182 1.32758425 0.8370953556 -1.390213e+00
## 118 0.66710867 -0.736419116 0.64806668 -0.7462853861 8.033234e-01
## 119 1.69331886 1.509463218 1.74596966 1.5350064806 -1.685055e+00
## 120 0.53120917 -1.166767132 0.62114410 -0.8165883961 1.189492e+00
## 121 0.39434657 -1.924776130 0.34556189 -2.0150247615 1.504375e+00
## 122 0.44887901 -1.415123910 0.33553595 -1.8083393100 1.305739e+00
## 123 0.72873530 -0.522304426 0.79566928 -0.3175432366 5.729147e-01
## 124 0.81177844 -0.339783029 0.83894819 -0.2732811550 5.415414e-01
## 125 0.75843739 -0.521257767 0.81474557 -0.3252240183 8.512151e-01
## 126 0.53567428 -1.180553452 0.53489361 -1.2017088780 8.330054e-01
## 127 0.70796206 -0.591181968 0.67222858 -0.6989994905 4.992172e-01
## 128 1.17382964 0.544439925 1.25443925 0.6963804362 -4.051453e-01
## 129 0.58336885 -0.978251881 0.51574887 -1.1429888053 1.069156e+00
## 130 2.79635411 3.090018422 2.77528351 3.0998839301 -5.471538e+00
## 131 1.03253865 0.216387978 1.11190454 0.3922195228 1.263418e-02
## 132 0.53484868 -1.213109425 0.48948791 -1.3026931145 1.168285e+00
## 133 3.86931058 3.939948134 3.74109992 3.7254549636 -5.293008e+00
## 134 0.95933293 0.058792618 0.95834399 0.0608820263 -3.623265e-01
## 135 0.47275855 -1.334205169 0.41905024 -1.4672828261 1.305419e+00
## 136 0.53160721 -1.440541714 0.51991167 -1.4935545735 9.608506e-01
## 137 1.16076569 0.501620031 1.02889815 0.2079897631 2.115602e-03
## 138 0.20676465 -2.575829378 0.18660153 -2.6711515252 1.778148e+00
## 139 0.59514285 -1.024294392 0.61931185 -0.8799433521 9.932702e-01
## 140 2.80875862 2.883653553 3.00881971 3.0464230013 -3.554445e+00
## 141 0.50894721 -1.193107920 0.52516814 -1.1162998290 1.072844e+00
## 142 0.76015702 -0.451978913 0.82469561 -0.2548629954 4.937784e-01
## 143 0.43666581 -1.454446184 0.43358790 -1.4162578884 1.290515e+00
## 144 0.82761751 -0.276693784 0.78607227 -0.3935376266 6.333177e-01
## 145 1.36642257 0.893131836 1.28753444 0.7259717012 -5.955648e-01
## 146 0.53237059 -1.119639876 0.60401324 -0.8408158395 1.042031e+00
## 147 0.20623039 -2.953978698 0.22501658 -2.6447713817 1.964077e+00
## 148 0.41756268 -1.681973318 0.48370129 -1.3289490765 1.498971e+00
## 149 1.84752819 1.905635422 1.83160052 1.8876509429 -2.176919e+00
## 150 0.16435582 -2.860390553 0.18289302 -2.6775570335 2.013561e+00
## 151 0.51539099 -1.344128484 0.60722174 -0.9378464002 1.183712e+00
## 152 0.14525592 -3.009035759 0.12455562 -3.0696088935 2.004375e+00
## 153 0.29182410 -2.093060583 0.24771126 -2.2404201569 1.551508e+00
## 154 0.84510762 -0.337526524 0.79312953 -0.5043070679 4.478570e-01
## 155 0.31528650 -1.976416101 0.32091219 -1.8769364870 1.474412e+00
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## 602 0.64213208 -0.762096763 0.56861514 -0.9575986203 6.174309e-01
## 603 0.89399663 -0.094088386 1.00443231 0.1647509648 5.320122e-01
## 604 0.27551859 -2.506718309 0.26406680 -2.4110977347 1.921306e+00
## 605 1.12871587 0.424885656 1.01181579 0.1806177598 -3.687959e-01
## 606 1.10544056 0.376325220 1.26011262 0.6726854192 -5.693386e-03
## 607 0.67468595 -0.685889147 0.82006861 -0.2614375919 6.032085e-01
## 608 1.46880844 1.059490934 1.35601097 0.8487820039 -1.037741e+00
## 609 0.88714652 -0.110380939 0.94913187 0.0440393528 3.246114e-01
## 610 0.19313928 -2.669000809 0.21079914 -2.5267690680 1.954253e+00
## 611 0.41658549 -1.267033316 0.51306913 -1.0434180394 1.245224e+00
## 612 0.23471200 -3.113736761 0.22265642 -3.2081626323 1.705003e+00
## 613 0.53517699 -1.101245385 0.58333493 -0.9059093409 1.002103e+00
## 614 0.95809892 0.020429214 1.03320827 0.2175046378 3.754134e-01
## 615 0.30468518 -1.581944393 0.34623403 -1.5818363854 1.453620e+00
## 616 1.06370035 0.288922563 1.03960243 0.2342950645 -1.586484e-01
## 617 0.32257812 -2.031567253 0.33264721 -2.0066836098 1.408039e+00
## 618 0.29759601 -2.358268413 0.27564393 -2.3299441206 1.786408e+00
## 619 0.26727947 -2.215435521 0.24832443 -2.2483853222 1.645105e+00
## 620 1.11798676 0.405872118 1.12489423 0.4151665534 -2.599767e-01
## 621 3.87591004 3.947436042 4.28597387 4.2264668806 -5.271277e+00
## 622 0.49289536 -1.249428371 0.41041083 -1.5334705201 1.100248e+00
## 623 0.44958793 -1.582194646 0.50431369 -1.2775080005 1.411988e+00
## 624 0.82505964 -0.266317582 0.88010522 -0.1267699654 4.101747e-01
## 625 0.73358481 -0.628779651 0.76314159 -0.4852726748 7.518913e-01
## 626 4.20016522 5.740045035 4.01268841 5.5594989945 -1.200661e+01
## 627 1.95381301 1.915886526 1.86548946 1.7108943592 -2.396582e+00
## 628 2.14997650 2.113607704 1.98667679 1.8899339354 -2.532908e+00
## 629 0.42942615 -1.757904563 0.39137624 -1.9514828021 1.527471e+00
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## 631 0.54326611 -1.104403031 0.55882596 -1.0585759301 8.359861e-01
## 632 2.00844704 1.953406678 2.14198084 2.0612089122 -2.631153e+00
## 633 0.46305373 -1.408468075 0.47027653 -1.3078589478 1.323169e+00
## 634 1.36236485 0.872189160 1.25115151 0.6568848704 -7.245404e-01
## 635 0.54483524 -1.101946194 0.55350254 -1.0137100051 1.247932e+00
## 636 1.80154530 1.597082077 1.60911799 1.2862240760 -1.883806e+00
## 637 1.85005443 1.775147347 1.70617553 1.5564420123 -1.782502e+00
## 638 0.96109342 0.046517307 0.83342774 -0.2533092105 1.280602e-01
## 639 0.87395014 -0.195657721 0.82321031 -0.3047493686 3.317197e-01
## 640 0.35140801 -1.911827501 0.39897523 -1.6095575120 1.686589e+00
## 641 1.97194414 1.961667927 2.39022459 2.4487124576 -1.689147e+00
## 642 1.60261011 1.347980150 1.47526011 1.0835280706 -1.451032e+00
## 643 2.61102213 2.910841415 3.07596805 3.3129208304 -3.355548e+00
## 644 1.14278620 0.459057163 1.29839993 0.7779710700 5.155166e-01
## 645 0.60984754 -0.860483647 0.63971499 -0.7384477565 6.968276e-01
## 646 1.80118063 1.633946103 1.57166879 1.2207178837 -2.016023e+00
## 647 0.65388797 -0.744420300 0.71252046 -0.5375463593 9.922736e-01
## 648 1.31096257 0.778382806 1.02621911 0.2101555292 -7.656483e-01
## 649 0.44722082 -1.472024686 0.41775649 -1.5077049153 1.300623e+00
## 650 0.28364823 -2.142433215 0.30267638 -2.0250590197 1.639788e+00
## 651 3.11616940 3.267210965 3.07795746 3.1035691855 -3.707831e+00
## 652 0.44003890 -1.503139549 0.39934598 -1.5837333836 1.326747e+00
## 653 2.47286806 2.738777573 3.13949424 3.3922195976 -2.043423e+00
## 654 1.01327370 0.173386075 0.90561626 -0.0686114876 -2.385729e-02
## 655 0.59000367 -1.112432249 0.51123441 -1.3081963575 1.341829e+00
## 656 0.56128861 -1.115060719 0.58711083 -0.9632319341 1.083430e+00
## 657 0.47481698 -1.322853275 0.46871493 -1.2820977948 1.206342e+00
## 658 4.63627815 5.138947707 4.96338780 5.1374207554 -7.574652e+00
## 659 0.55696400 -1.080008249 0.65162165 -0.7274784670 9.495404e-01
## 660 0.12435060 -3.482636681 0.15296330 -3.0527861611 2.298981e+00
## 661 0.23529327 -2.464110693 0.23438453 -2.3503985088 1.729343e+00
## 662 0.57310460 -0.978233489 0.48166684 -1.2366600921 1.028620e+00
## 663 0.73285930 -0.568903363 0.73398622 -0.5763810056 6.742712e-01
## 664 2.05684867 2.053400588 2.29109298 2.2857631233 -1.943618e+00
## 665 1.15336413 0.500140467 1.23105809 0.6509414892 -3.116481e-01
## 666 0.35893754 -1.843341960 0.36309704 -1.8432977396 1.254428e+00
## 667 2.52432278 2.571873177 2.60441561 2.6533716116 -3.986353e+00
## 668 0.26407007 -2.470227263 0.27530290 -2.4381010370 1.756491e+00
## 669 0.50013378 -1.459364832 0.45606002 -1.5243241606 1.324763e+00
## 670 0.37460554 -1.705127614 0.35827983 -1.7252146413 1.356739e+00
## 671 0.68657561 -0.771003419 0.57208648 -1.0814886571 8.578663e-01
## 672 0.72466892 -0.534943664 0.88449080 -0.1162925065 7.807830e-01
## 673 0.31646038 -2.127746865 0.35690911 -1.8253468096 1.537701e+00
## 674 1.50525894 1.257815217 1.75219934 1.6255678089 -9.246033e-01
## 675 0.30430938 -2.334320051 0.35969088 -2.0660507287 1.613828e+00
## 676 1.03139610 0.218738230 1.06516417 0.2918018433 -8.425727e-02
## 677 0.56288948 -1.029377812 0.48368449 -1.3060926465 8.056723e-01
## 678 2.92972348 3.037014184 3.20078069 3.2068937484 -3.573034e+00
## 679 1.22052166 0.608363502 1.30179957 0.7468196545 -8.282677e-01
## 680 0.38815164 -1.714428780 0.44701698 -1.3954715072 1.608578e+00
## 681 0.80193613 -0.378805752 0.65658840 -0.7598416283 5.220597e-01
## 682 0.65002963 -0.881669824 0.64541794 -0.8306786489 7.874087e-01
## 683 0.20051902 -2.926338524 0.24058295 -2.5009579164 1.934655e+00
## 684 0.56660637 -0.924680099 0.56337762 -0.9580744149 1.073591e+00
## 685 2.28697319 2.506329766 1.97495682 1.9392052248 -2.220957e+00
## 686 0.83173371 -0.246262406 0.69220697 -0.5888051895 2.826324e-01
## 687 0.29630626 -2.418349238 0.26325022 -2.4399142479 1.752305e+00
## 688 0.31081321 -1.020679189 0.47283736 -0.8946560306 1.403999e+00
## 689 1.09686725 0.369898124 1.12537039 0.4274187202 -2.196377e-01
## 690 0.40521589 -1.794788810 0.51413919 -1.2541321440 1.379320e+00
## 691 0.41122456 -1.573483007 0.38743061 -1.5928282480 1.322824e+00
## 692 0.70870905 -0.595924346 0.81751890 -0.2725431375 7.112784e-01
## 693 0.93037985 -0.013636037 1.06119220 0.2838379814 1.172223e-01
## 694 2.10118715 2.290236177 2.61403001 2.8625173964 -1.534762e+00
## 695 0.79629092 -0.342421744 0.63312746 -0.7564987209 6.892708e-01
## 696 2.26979137 2.538602340 1.96070915 1.9490297751 -2.911747e+00
## 697 0.40505615 -1.624283728 0.46513030 -1.3143675503 1.474435e+00
## 698 0.58842407 -0.935588093 0.59324082 -0.8733983884 9.630944e-01
## 699 0.28374353 -2.136387758 0.27565230 -2.0925821316 1.736917e+00
## 700 0.36361354 -1.825606287 0.41020484 -1.5400046584 1.552398e+00
## 701 1.23849039 0.644395108 1.26780651 0.6854053042 -8.546932e-01
## 702 0.44152433 -1.438322114 0.39007031 -1.6127985379 1.297462e+00
## 703 0.32048252 -1.967601220 0.30852573 -1.9342911770 1.597153e+00
## 704 0.40125426 -1.849570589 0.41689604 -1.7973609310 1.436179e+00
## 705 1.53637422 1.247918219 1.55622637 1.2964589352 -1.308329e+00
## 706 3.57267897 3.720590702 3.42029224 3.4354857906 -6.277220e+00
## 707 1.51695939 1.159841254 1.74653370 1.4828354673 -1.507630e+00
## 708 0.52269171 -1.148678875 0.44342921 -1.4172967405 8.431623e-01
## 709 0.24248922 -2.499749061 0.27294432 -2.2052048842 1.793351e+00
## 710 0.66444174 -0.721502294 0.73796385 -0.4750221741 8.052267e-01
## 711 0.30247045 -2.206712408 0.28760436 -2.3197168137 1.440768e+00
## 712 1.86741996 1.769293470 1.87617666 1.7150255153 -2.102322e+00
## 713 1.37600947 0.906691880 1.22863890 0.6286501298 -8.124531e-01
## 714 1.48629411 1.139775054 1.42144647 0.9981972673 -7.376305e-01
## 715 0.15457019 -3.228922577 0.17801942 -2.8753153035 2.143484e+00
## 716 0.31081321 -1.020679189 0.47283736 -0.8946560306 1.403999e+00
## 717 0.21463173 -2.517123587 0.20697289 -2.4915293740 1.788306e+00
## 718 1.44478776 1.114468284 1.33451824 0.8572851427 -1.214176e+00
## 719 0.35935625 -1.808820088 0.30947562 -1.9442330667 1.483421e+00
## 720 8.94944342 7.612355595 8.40924700 7.0050933538 -1.346790e+01
## 721 0.44312308 -1.462329873 0.43704600 -1.4915132031 1.204488e+00
## 722 1.33722060 0.910485835 1.56646442 1.3009914021 -7.194818e-01
## 723 3.73245481 4.388749188 4.82762874 5.1317270772 -4.571521e+00
## 724 0.12754381 -3.459237638 0.11417292 -3.6400337954 1.925494e+00
## 725 0.72335477 -0.624391588 0.66287170 -0.8273766913 3.147068e-01
## 726 0.54196933 -1.119135660 0.51607473 -1.1824908184 1.093547e+00
## 727 1.35534066 0.860041687 1.18240205 0.5283225443 -5.035305e-01
## 728 0.54775084 -1.060971319 0.53158955 -1.0680174086 1.136079e+00
## 729 0.30588862 -2.389964478 0.24663986 -2.5586688403 1.765469e+00
## 730 0.56421195 -1.189432060 0.47190498 -1.4443503977 1.170262e+00
## 731 0.51235495 -1.206756487 0.52323011 -1.1066079297 1.108752e+00
## 732 0.77112435 -0.408666783 0.78332335 -0.3491822157 4.312935e-01
## 733 1.59510136 1.289945311 1.62616439 1.3450265752 -2.033119e+00
## 734 0.96605613 0.052805382 0.85792396 -0.2019538266 -3.429526e-04
## 735 1.76159843 1.535027763 1.71277650 1.4201154341 -2.019874e+00
## 736 0.17026393 -2.971308789 0.22194533 -2.4831020566 2.004737e+00
## 737 0.89641847 -0.116209462 1.03312749 0.2171603856 3.931109e-01
## 738 0.33263482 -1.925516245 0.31456106 -1.9158614796 1.640202e+00
## 739 0.37063877 -1.762554862 0.35711032 -1.7327687841 1.554703e+00
## 740 1.20448647 0.576133172 1.33098598 0.8072342397 -4.196328e-01
## 741 0.96920835 0.056192727 0.96739638 0.0639803762 9.958257e-02
## 742 0.22866898 -2.687941671 0.28298587 -2.2283802559 1.885134e+00
## 743 0.15165262 -3.291519715 0.17547146 -2.9216703619 2.185228e+00
## 744 0.93433499 0.001611013 0.83949661 -0.2135011657 5.288137e-02
## 745 0.18972629 -2.853497031 0.20946242 -2.5805773767 2.064894e+00
## 746 0.78139783 -0.399811777 0.85610824 -0.1814105639 5.794809e-01
## 747 1.02394010 0.190919614 0.95854923 0.0376340775 1.112123e-01
## 748 0.50049341 -1.234081912 0.52957345 -1.0758995832 1.242710e+00
## 749 0.67441922 -0.820572649 0.68854163 -0.7075723680 8.985286e-01
## 750 1.07566306 0.316327322 1.19326821 0.5656558953 6.321236e-02
## 751 0.49867180 -1.226017519 0.49663145 -1.1904533842 1.055201e+00
## 752 0.76455992 -0.419458546 0.84396370 -0.2066466720 4.523013e-01
## 753 2.28185473 2.275517160 1.95301356 1.8238112447 -1.884838e+00
## 754 0.24511560 -2.514504695 0.25250019 -2.5057440830 1.841073e+00
## 755 0.81650396 -0.286699077 0.69777122 -0.5721464640 4.753540e-01
## 756 0.94148306 -0.001825358 0.93557529 -0.0061273991 1.051240e-01
## 757 0.93891736 0.012221143 0.97673666 0.1034527751 -1.272791e-01
## 758 0.35071700 -1.875842010 0.36830298 -1.7052694464 1.613043e+00
## 759 1.23096563 0.643582744 1.19135056 0.5657625725 -8.226025e-01
## 760 0.84038454 -0.301796403 0.88245356 -0.1552524469 5.829879e-01
## 761 1.04564425 0.249537657 1.03328320 0.2258095795 -3.236361e-01
## 762 0.16615189 -3.141816825 0.19728411 -2.7457874476 2.096000e+00
## 763 1.22606759 0.643264999 1.21160672 0.6173272350 -6.935827e-01
## 764 0.20580606 -2.677394832 0.18196454 -2.8707510251 1.797813e+00
## 765 0.43511619 -1.501763505 0.48776054 -1.2331178596 1.467147e+00
## 766 1.17319373 0.514848849 1.28849286 0.7227988383 -3.143733e-01
## 767 1.48613214 1.091970040 1.63329311 1.2988609626 -8.490218e-01
## 768 0.76512590 -0.527219533 0.77384143 -0.4524654543 7.335921e-01
## 769 0.51024351 -1.210628406 0.43016507 -1.4338270503 1.095640e+00
## 770 0.47711373 -1.334582754 0.54222682 -1.1085878105 1.357125e+00
## 771 0.57968445 -1.152388200 0.58441422 -1.1452519747 1.048304e+00
## 772 1.48902635 1.153234046 1.55315815 1.2223061732 -1.047460e+00
## 773 0.80575652 -0.331825812 0.85273379 -0.2142824571 4.705974e-01
## 774 1.56209668 1.345808217 1.42477657 1.0346736624 -9.479632e-01
## 775 0.35079716 -1.852575451 0.35760994 -1.7318283636 1.561192e+00
## 776 0.64760841 -0.912887545 0.67163897 -0.7611300134 9.969318e-01
## 777 0.75542829 -0.445216032 0.68663957 -0.6234910285 9.375268e-01
## 778 1.21604650 0.607242230 1.25392107 0.6657047867 -6.192937e-01
## 779 1.08541690 0.340487338 1.12058932 0.4142864580 -7.945427e-02
## 780 0.62177818 -0.869088134 0.66295037 -0.6957366463 8.777197e-01
## 781 1.04290557 0.243428244 1.30077146 0.7467550392 2.423653e-01
## 782 2.72931338 3.179846695 2.81608111 3.1073456330 -3.617467e+00
## 783 0.48800700 -1.264842277 0.48051197 -1.2621769069 1.099650e+00
## 784 0.86535707 -0.062940031 0.70206450 -0.4778798853 7.228761e-01
## 785 1.32800761 0.814503698 1.27119635 0.6918786286 -1.105384e+00
## 786 1.30040768 0.813249555 1.27040753 0.7251870639 -7.407415e-01
## 787 0.80397323 -0.320468301 0.90661758 -0.0517608612 4.398554e-01
## 788 1.49743108 1.216173355 1.63229188 1.3994021018 -1.172092e+00
## 789 2.22285318 2.179261544 2.51048440 2.4927212774 -2.771429e+00
## 790 1.14307540 0.454110797 1.08103654 0.3247309643 -4.853564e-01
## 791 1.73192292 1.487251828 1.76379802 1.5139956932 -1.621481e+00
## 792 0.80164431 -0.419810242 0.89119008 -0.1344673962 4.710786e-01
## 793 2.48582900 2.535387569 2.14679223 2.0275439408 -2.659104e+00
## 794 1.34300643 0.862297744 1.77764305 1.5553746220 -3.128999e-01
## 795 1.05919981 0.278408780 0.94240924 0.0205171995 -2.307474e-01
## 796 0.45788638 -1.384001753 0.47399618 -1.3115741689 1.114528e+00
## 797 0.60210837 -0.922285114 0.61926085 -0.8775646040 8.785767e-01
## 798 2.20248830 2.164574483 2.38594856 2.3850426597 -2.323817e+00
## 799 3.82070621 3.904035493 3.98100445 3.9215678767 -5.418755e+00
## 800 0.93893792 0.011143596 1.04601056 0.2512393207 -2.151381e-01
## 801 0.59410872 -0.908834035 0.59249563 -0.8822091285 9.871899e-01
## 802 0.38729376 -1.769552064 0.39020114 -1.6630850078 1.450765e+00
## 803 2.22297082 2.209134026 1.73604682 1.4613973349 -2.291821e+00
## 804 0.71013468 -0.671745926 0.74715062 -0.5118519445 6.719530e-01
## 805 2.36393160 2.358280603 2.50498430 2.4758834585 -2.694324e+00
## 806 0.50900170 -1.192302620 0.54977865 -1.0094389686 1.185177e+00
## 807 1.42737904 1.074702339 1.59450355 1.3293415035 -1.123902e+00
## 808 0.48268116 -1.282681321 0.52131288 -1.1131253469 1.165737e+00
## 809 0.35928861 -1.843064542 0.37058338 -1.7010419033 1.631333e+00
## 810 0.59654750 -0.916483516 0.58104726 -0.9644623375 7.945333e-01
## 811 0.70993905 -0.573958163 0.83144260 -0.2291685907 4.983091e-01
## 812 2.13179411 2.346947314 2.57194449 2.8158599681 -1.798039e+00
## 813 2.85928317 3.030265589 2.66691151 2.8290551168 -4.551327e+00
## 814 2.30568841 2.370566679 2.52466981 2.6773484922 -3.143537e+00
## 815 0.79615301 -0.339970088 0.76457554 -0.3956564650 2.607701e-01
## 816 1.14038028 0.467789789 1.22608766 0.6372710406 -3.852101e-01
## 817 0.88946572 -0.148729917 0.82768881 -0.2887052167 2.847552e-01
## 818 0.79184344 -0.357922362 0.64118188 -0.7374612703 4.205263e-01
## 819 0.30319810 -1.206366702 0.41248320 -1.1489401471 1.412146e+00
## 820 0.22190882 -2.472596830 0.25220609 -2.2337024724 1.771888e+00
## 821 0.33308459 -1.949666248 0.31465788 -1.9377780004 1.612885e+00
## 822 0.64057429 -0.767713539 0.62063475 -0.8070975691 7.147508e-01
## 823 0.27292676 -2.222252061 0.22603433 -2.3735283221 1.739203e+00
## 824 1.44357162 1.033596480 1.27359048 0.7007590779 -1.068042e+00
## 825 0.77274164 -0.399138018 0.80081265 -0.3178554011 3.809218e-01
## 826 0.35019075 -1.811656662 0.34621522 -1.7793963131 1.363321e+00
## 827 0.31081321 -1.020679189 0.47283736 -0.8946560306 1.403999e+00
## 828 0.40140495 -2.187511616 0.41996375 -2.0917834178 7.738921e-01
## 829 0.19390214 -2.866196838 0.18073677 -3.0038032746 1.780224e+00
## 830 0.46778401 -1.592607921 0.46750096 -1.4771664543 1.302930e+00
## 831 1.06604185 0.293610464 1.02475656 0.2044858330 7.566676e-02
## 832 1.85454139 1.722782984 1.90812247 1.8186653985 -2.845639e+00
## 833 1.25200744 0.674293802 1.17568500 0.5235042363 -7.932466e-01
## 834 1.41485154 0.967948589 1.34419734 0.8223562674 -1.229311e+00
## 835 0.59464485 -1.024791825 0.54340449 -1.1310676011 8.738543e-01
## 836 0.86702163 -0.200338666 0.87006139 -0.1685206356 4.596584e-01
## 837 0.57737587 -0.962773077 0.52205590 -1.1018555743 9.273811e-01
## 838 0.83829302 -0.297463783 0.78223962 -0.4175772598 4.985596e-01
## 839 0.47794283 -1.315111336 0.44139792 -1.3829821354 1.264248e+00
## 840 0.65628678 -0.720347635 0.59887091 -0.8666129888 7.067537e-01
## 841 0.84143481 -0.233683261 0.91839400 -0.0287743686 4.016681e-01
## 842 0.83357171 -0.266894477 0.79959899 -0.3646971042 3.665619e-01
## 843 1.01251006 0.172233420 0.93139752 -0.0061517709 -9.669888e-02
## 844 0.78745428 -0.367249662 0.76771832 -0.4190671826 2.224669e-01
## 845 0.89833136 -0.084912181 0.90488499 -0.0555223333 2.070784e-01
## 846 0.21719058 -2.851509499 0.24837143 -2.4833586263 1.870646e+00
## 847 0.22031656 -2.556878599 0.20995013 -2.4967208664 1.979718e+00
## 848 0.79544845 -0.337822028 0.67670940 -0.6377037461 9.151939e-01
## 849 0.80768895 -0.355440442 0.81743984 -0.2989566793 4.573250e-01
## 850 0.30110878 -2.093286382 0.29606083 -2.0159007843 1.701496e+00
## 851 1.27487103 0.781617531 1.27348788 0.7822855671 -1.497198e+00
## 852 0.92713824 -0.017410387 1.02568113 0.2099496996 5.066181e-01
## 853 1.09330240 0.351132434 0.90147874 -0.0638719170 -2.074185e-01
## 854 1.28016275 0.721525803 1.60041900 1.2740531164 -1.950166e-01
## 855 0.62741076 -0.948420296 0.64249887 -0.8310084007 1.044010e+00
## 856 0.71180353 -0.612459029 0.72174710 -0.5579083325 6.693844e-01
## 857 0.31676495 -1.966788371 0.30173483 -1.9926046231 1.416199e+00
## 858 1.88975587 1.723285945 1.99235443 1.8426791815 -1.897931e+00
## 859 0.31339013 -1.982014270 0.33627726 -1.8166649137 1.637089e+00
## 860 1.30649549 0.935947539 1.30377780 0.9425478840 4.480690e-01
## 861 0.18394991 -2.892641346 0.16054364 -3.1120528362 1.869533e+00
## 862 2.03085796 2.057637492 2.22410963 2.3646488853 -2.222422e+00
## 863 0.58196166 -1.068779335 0.53598231 -1.2520833085 8.511827e-01
## 864 0.31645722 -2.056206403 0.36454192 -1.7353369453 1.583692e+00
## 865 1.38958515 1.006914451 1.40463844 0.9933161262 -1.085940e+00
## 866 1.10865658 0.398099233 1.15193748 0.4857763794 -8.803214e-02
## 867 0.71845281 -0.563166673 0.65578400 -0.7512290401 4.533073e-01
## 868 2.54288604 2.950339870 2.99813754 3.3368232548 -2.702294e+00
## 869 1.05525969 0.269331851 1.26914602 0.7128020753 6.633719e-02
## 870 0.56059083 -1.016490237 0.58873716 -0.8907366670 9.962765e-01
## 871 3.28082712 3.384228045 3.10325044 3.1517551416 -4.854285e+00
## 872 0.55603647 -1.125591623 0.55548026 -1.1457284432 5.672662e-01
## 873 0.87414520 -0.208175025 0.97246101 0.0715478293 2.064486e-01
## 874 0.16658493 -2.840768343 0.17271135 -2.7073821776 1.938685e+00
## 875 0.32574612 -1.963974657 0.31997139 -1.8953411645 1.565308e+00
## 876 1.16534137 0.513027362 1.10583952 0.3846146511 -5.657811e-01
## 877 0.60630087 -0.871987532 0.60380834 -0.8432618019 7.013267e-01
## 878 0.30449439 -2.092116185 0.22580573 -2.4062959652 1.645212e+00
## 879 0.72879783 -0.521769345 0.64887801 -0.7097608230 3.006921e-01
## 880 0.88221195 -0.168996908 0.84491235 -0.2437389481 3.312755e-01
## 881 0.79420488 -0.267381322 0.89829971 -0.0553409043 5.437171e-01
## 882 0.85274524 -0.207225103 1.01840894 0.1927817125 2.051484e-01
## 883 0.66888256 -0.829870450 0.53238211 -1.2231824465 9.003974e-01
## 884 1.03096862 0.208837997 1.11695664 0.4090976752 -1.004585e-01
## 885 0.84916018 -0.249974176 0.73135438 -0.5416957180 3.327295e-01
## 886 0.49040804 -1.303608725 0.51703001 -1.1420632119 1.368345e+00
## 887 8.93440319 8.365799640 5.93884118 5.9704919479 -1.149281e+01
## 888 0.38715265 -2.192664777 0.33726437 -2.4740838017 1.166702e+00
## 889 0.88149433 -0.186652288 1.01615891 0.1773028123 2.393942e-01
## 890 0.27414661 -2.262837421 0.22007297 -2.4526505438 1.816856e+00
## 891 1.24668627 0.685764647 1.40912415 1.0163411517 1.072421e-01
## 892 0.65791518 -0.822684905 0.54069113 -1.1493626382 9.524114e-01
## 893 2.39324885 2.692497012 2.53899865 2.9181662654 -4.043260e+00
## 894 0.91097703 -0.085464867 0.86714395 -0.1763222152 1.548594e-01
## 895 0.36194545 -1.879892570 0.43638971 -1.4731072587 1.572459e+00
## 896 2.45322681 2.476366823 2.27590842 2.2311763835 -3.456890e+00
## 897 1.78877108 1.582032532 1.70284302 1.4056308064 -2.061129e+00
## 898 0.39698830 -1.817287860 0.42184886 -1.6025246329 1.408116e+00
## 899 0.84875967 -0.274994991 0.88762742 -0.1403779304 6.784413e-01
## 900 0.15165262 -3.291519715 0.17547146 -2.9216703619 2.185228e+00
## 901 0.50334666 -1.351649968 0.46371895 -1.4180132228 1.246493e+00
## 902 0.71598303 -0.655226756 0.70458533 -0.7007623986 6.834089e-01
## 903 0.50174934 -1.243057306 0.42662041 -1.5312876149 1.534087e+00
## 904 1.03678938 0.229345599 1.13051403 0.4289842964 -2.769415e-02
## 905 0.40808032 -1.764331022 0.41789541 -1.7441375963 1.327964e+00
## 906 0.72794878 -0.517720090 0.67924517 -0.6258902561 4.974498e-01
## 907 0.51848636 -1.197625419 0.51518173 -1.1836542833 1.164734e+00
## 908 0.30319810 -1.206366702 0.41248320 -1.1489401471 1.412146e+00
## 909 6.73681623 6.843577844 5.19890869 5.3521473046 -8.791833e+00
## 910 0.95102742 -0.034746762 1.02322052 0.1807539143 2.028282e-01
## 911 0.45103587 -1.399336086 0.49973374 -1.1811629897 1.248411e+00
## 912 0.43504647 -1.467914284 0.44380118 -1.4160130417 1.447669e+00
## 913 0.37911833 -1.871374052 0.41264589 -1.6204860088 1.419244e+00
## 914 0.92708962 -0.022399461 0.96067123 0.0671203638 1.106427e-01
## 915 0.69865113 -0.659112757 0.65507499 -0.8067396406 2.131062e-01
## 916 0.45520860 -1.438227379 0.43119633 -1.5481899309 1.211141e+00
## 917 0.89697410 0.013365626 1.02123530 0.2144489942 8.984493e-01
## 918 0.39485141 -1.680760947 0.43503604 -1.5303184910 1.426488e+00
## 919 0.37147111 -1.745820327 0.37108555 -1.6635723714 1.554133e+00
## 920 1.04039229 0.238576981 0.85599085 -0.1802864311 -6.441601e-01
## 921 1.25278555 0.731590554 1.14554046 0.4732811002 -7.067290e-01
## 922 1.04351795 0.241391291 0.95042675 0.0279014794 -2.596059e-01
## 923 0.72114569 -0.651612819 0.60152723 -0.9729531786 7.247261e-01
## 924 1.59493101 1.275984857 1.62216481 1.3125342377 -1.218734e+00
## 925 0.37339279 -2.034111699 0.30405148 -2.2323645208 1.689458e+00
## 926 0.65169052 -0.859726619 0.58254086 -1.0264095523 7.657182e-01
## 927 0.75871973 -0.670570785 0.68018916 -0.9631245258 1.169191e+00
## 928 0.76449977 -0.548294313 0.70777252 -0.7364870544 7.767310e-01
## 929 0.63398370 -0.787246834 0.57961326 -0.9177790140 7.200540e-01
## 930 0.16277573 -2.882325277 0.13811237 -2.9538205819 2.043401e+00
## 931 1.29458227 0.748600994 1.09151700 0.3466826197 -5.640982e-01
## 932 0.29785165 -2.403034372 0.28993417 -2.2848543210 1.678474e+00
## 933 1.45503770 1.125653532 1.88014353 1.7908368371 -4.281124e-01
## 934 1.94434950 1.971352226 1.87064293 1.7692637168 -1.574103e+00
## 935 1.13138524 0.414170944 1.01178898 0.1896322651 1.260336e-01
## 936 0.99616638 0.171225770 1.13151782 0.4190035429 2.599545e-01
## 937 0.32258976 -1.141033768 0.45659409 -1.0126609063 1.335307e+00
## 938 3.12001094 3.591548445 3.76454260 4.0737368588 -4.439552e+00
## 939 0.83157334 -0.306153622 0.79667094 -0.3685589191 4.587810e-01
## 940 1.51001393 1.145105007 1.61080764 1.3172939281 -8.293201e-01
## 941 0.73725439 -0.509639508 0.74570596 -0.4527254092 5.616997e-01
## 942 1.18985842 0.570227015 1.36339920 0.9007041712 -4.521630e-01
## 943 1.13153140 0.442093073 0.92735999 -0.0281235879 1.703572e-01
## 944 1.17615340 0.521235699 1.09515798 0.3533785117 -4.755655e-01
## 945 2.50324160 2.883821397 2.78254764 3.0718219891 -3.687693e+00
## 946 0.34674984 -1.843477562 0.35268900 -1.7348903979 1.586912e+00
## 947 0.96432304 0.069063509 1.16106545 0.4892484355 3.245970e-01
## 948 1.41544946 0.986413089 1.32362427 0.8204662937 -1.163128e+00
## 949 0.36152784 -2.448298321 0.35946352 -2.4651961347 2.528101e-01
## 950 0.89406804 -0.093877458 0.86024263 -0.1600422667 7.705632e-01
## 951 1.11762278 0.390588524 1.01986917 0.2050682827 1.166047e-01
## 952 0.24752432 -2.389432874 0.25855649 -2.2140572371 1.855031e+00
## 953 0.52404780 -1.164530488 0.40717416 -1.5247867719 1.108682e+00
## 954 0.42638482 -1.494035070 0.47293414 -1.2741634988 1.195149e+00
## 955 1.29873398 0.800994158 1.32757520 0.8303012268 -6.867557e-01
## 956 0.72274245 -0.663051997 0.71305840 -0.6330018991 8.777293e-01
## 957 0.91141946 -0.018235497 0.93922379 0.0303112290 3.030752e-01
## 958 2.17281736 2.242244121 2.33636652 2.3659033016 -2.914938e+00
## 959 0.63295720 -0.806209061 0.61144745 -0.8733872987 8.145894e-01
## 960 0.48405725 -1.340191438 0.50562565 -1.1921828793 1.296343e+00#modified version (remove item with loading lower than 0.4)
DGS_7model_1 <- DGS %>%
select(c(DGS_12,DGS_15,DGS_17,DGS_19,DGS_32,DGS_33,DGS_49,DGS_56,DGS_60,DGS_75))
DGS_IRT_1 = mirt(data = DGS_7model_1,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -13316.051, Max-Change: 1.89281
Iteration: 2, Log-Lik: -13123.368, Max-Change: 0.57293
Iteration: 3, Log-Lik: -13074.025, Max-Change: 0.51877
Iteration: 4, Log-Lik: -13046.144, Max-Change: 0.19306
Iteration: 5, Log-Lik: -13036.282, Max-Change: 0.27912
Iteration: 6, Log-Lik: -13028.797, Max-Change: 0.10211
Iteration: 7, Log-Lik: -13025.062, Max-Change: 0.08014
Iteration: 8, Log-Lik: -13022.488, Max-Change: 0.07358
Iteration: 9, Log-Lik: -13020.708, Max-Change: 0.06263
Iteration: 10, Log-Lik: -13019.017, Max-Change: 0.09635
Iteration: 11, Log-Lik: -13018.241, Max-Change: 0.04367
Iteration: 12, Log-Lik: -13017.727, Max-Change: 0.01685
Iteration: 13, Log-Lik: -13017.416, Max-Change: 0.01661
Iteration: 14, Log-Lik: -13017.137, Max-Change: 0.01296
Iteration: 15, Log-Lik: -13016.915, Max-Change: 0.01179
Iteration: 16, Log-Lik: -13016.116, Max-Change: 0.00585
Iteration: 17, Log-Lik: -13016.073, Max-Change: 0.00527
Iteration: 18, Log-Lik: -13016.041, Max-Change: 0.00277
Iteration: 19, Log-Lik: -13016.011, Max-Change: 0.00211
Iteration: 20, Log-Lik: -13015.991, Max-Change: 0.00233
Iteration: 21, Log-Lik: -13015.971, Max-Change: 0.00197
Iteration: 22, Log-Lik: -13015.922, Max-Change: 0.00269
Iteration: 23, Log-Lik: -13015.911, Max-Change: 0.00188
Iteration: 24, Log-Lik: -13015.904, Max-Change: 0.00104
Iteration: 25, Log-Lik: -13015.897, Max-Change: 0.00144
Iteration: 26, Log-Lik: -13015.892, Max-Change: 0.00094
Iteration: 27, Log-Lik: -13015.889, Max-Change: 0.00125
Iteration: 28, Log-Lik: -13015.884, Max-Change: 0.00127
Iteration: 29, Log-Lik: -13015.881, Max-Change: 0.00101
Iteration: 30, Log-Lik: -13015.879, Max-Change: 0.00069
Iteration: 31, Log-Lik: -13015.878, Max-Change: 0.00050
Iteration: 32, Log-Lik: -13015.876, Max-Change: 0.00064
Iteration: 33, Log-Lik: -13015.875, Max-Change: 0.00070
Iteration: 34, Log-Lik: -13015.874, Max-Change: 0.00061
Iteration: 35, Log-Lik: -13015.873, Max-Change: 0.00062
Iteration: 36, Log-Lik: -13015.872, Max-Change: 0.00052
Iteration: 37, Log-Lik: -13015.868, Max-Change: 0.00079
Iteration: 38, Log-Lik: -13015.868, Max-Change: 0.00046
Iteration: 39, Log-Lik: -13015.867, Max-Change: 0.00032
Iteration: 40, Log-Lik: -13015.867, Max-Change: 0.00030
Iteration: 41, Log-Lik: -13015.867, Max-Change: 0.00032
Iteration: 42, Log-Lik: -13015.867, Max-Change: 0.00064
Iteration: 43, Log-Lik: -13015.867, Max-Change: 0.00077
Iteration: 44, Log-Lik: -13015.866, Max-Change: 0.00020
Iteration: 45, Log-Lik: -13015.866, Max-Change: 0.00028
Iteration: 46, Log-Lik: -13015.866, Max-Change: 0.00021
Iteration: 47, Log-Lik: -13015.866, Max-Change: 0.00044
Iteration: 48, Log-Lik: -13015.866, Max-Change: 0.00068
Iteration: 49, Log-Lik: -13015.865, Max-Change: 0.00032
Iteration: 50, Log-Lik: -13015.865, Max-Change: 0.00063
Iteration: 51, Log-Lik: -13015.865, Max-Change: 0.00023
Iteration: 52, Log-Lik: -13015.865, Max-Change: 0.00019
Iteration: 53, Log-Lik: -13015.865, Max-Change: 0.00030
Iteration: 54, Log-Lik: -13015.865, Max-Change: 0.00017
Iteration: 55, Log-Lik: -13015.865, Max-Change: 0.00072
Iteration: 56, Log-Lik: -13015.865, Max-Change: 0.00028
Iteration: 57, Log-Lik: -13015.865, Max-Change: 0.00047
Iteration: 58, Log-Lik: -13015.865, Max-Change: 0.00039
Iteration: 59, Log-Lik: -13015.865, Max-Change: 0.00015
Iteration: 60, Log-Lik: -13015.865, Max-Change: 0.00030
Iteration: 61, Log-Lik: -13015.865, Max-Change: 0.00015
Iteration: 62, Log-Lik: -13015.865, Max-Change: 0.00025
Iteration: 63, Log-Lik: -13015.865, Max-Change: 0.00014
Iteration: 64, Log-Lik: -13015.865, Max-Change: 0.00057
Iteration: 65, Log-Lik: -13015.865, Max-Change: 0.00023
Iteration: 66, Log-Lik: -13015.865, Max-Change: 0.00039
Iteration: 67, Log-Lik: -13015.865, Max-Change: 0.00032
Iteration: 68, Log-Lik: -13015.865, Max-Change: 0.00012
Iteration: 69, Log-Lik: -13015.864, Max-Change: 0.00024
Iteration: 70, Log-Lik: -13015.864, Max-Change: 0.00013
Iteration: 71, Log-Lik: -13015.864, Max-Change: 0.00021
Iteration: 72, Log-Lik: -13015.864, Max-Change: 0.00011
Iteration: 73, Log-Lik: -13015.864, Max-Change: 0.00046
Iteration: 74, Log-Lik: -13015.864, Max-Change: 0.00018
Iteration: 75, Log-Lik: -13015.864, Max-Change: 0.00032
Iteration: 76, Log-Lik: -13015.864, Max-Change: 0.00026
Iteration: 77, Log-Lik: -13015.864, Max-Change: 0.00010summary(DGS_IRT_1)## F1 h2
## DGS_12 0.541 0.293
## DGS_15 0.616 0.380
## DGS_17 0.625 0.390
## DGS_19 0.475 0.226
## DGS_32 0.535 0.286
## DGS_33 0.675 0.456
## DGS_49 0.505 0.255
## DGS_56 0.555 0.308
## DGS_60 0.600 0.360
## DGS_75 0.452 0.204
##
## SS loadings: 3.158
## Proportion Var: 0.316
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_1, IRTpars = T)## $DGS_12
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.095 -2.6 -2.252 -2.554 -1.537 -0.331 1.315 0
##
## $DGS_15
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.331 -1.627 -2.853 -1.63 -1.493 -0.267 1.236 0
##
## $DGS_17
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.361 -1.619 -2.277 -1.893 -1.442 -0.176 1.212 0
##
## $DGS_19
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.919 -2.596 -1.63 -2.172 -0.464 0.922 2.321 0
##
## $DGS_32
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.077 -2.197 -1.959 -1.758 -1.269 -0.18 1.201 0
##
## $DGS_33
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.558 -2.474 -1.828 -1.986 -1.288 -0.515 1.062 0
##
## $DGS_49
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.997 -1.824 -1.538 -1.108 -0.111 1.134 2.018 0
##
## $DGS_56
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.136 -2.111 -1.563 -1.123 -0.562 0.861 1.944 0
##
## $DGS_60
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.277 -1.729 -2.032 -1.879 -1.043 0.177 1.189 0
##
## $DGS_75
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.863 -3.278 -1.862 -1.773 -0.464 0.674 2.139 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_1, 1, type = "trace")
itemplot(DGS_IRT_1, 1, type = "info")
plot(DGS_IRT_1, type = "trace")
plot(DGS_IRT_1, type = "info")
plot(DGS_IRT_1) #expected score curve
#person fit
fscores(DGS_IRT_1) #factor score for each participants## F1
## [1,] -0.5591482732
## [2,] 1.2938690013
## [3,] -0.9151007797
## [4,] 0.6378454361
## [5,] -1.2207627032
## [6,] -0.7372639492
## [7,] 0.1421492162
## [8,] 0.0302327330
## [9,] 0.6561012308
## [10,] -1.0608253474
## [11,] 0.6671779588
## [12,] 0.1831612093
## [13,] -0.1291955812
## [14,] -0.2328704484
## [15,] 0.1561485734
## [16,] 0.4221469230
## [17,] 0.3879535817
## [18,] 1.4733971419
## [19,] -0.1687592030
## [20,] 0.6050534770
## [21,] -1.3975314581
## [22,] -0.4147493807
## [23,] 0.3560523929
## [24,] 0.1084435405
## [25,] 0.3589111281
## [26,] -1.2724916275
## [27,] -1.0380226564
## [28,] 0.8575196843
## [29,] 0.0862091387
## [30,] -0.5486242773
## [31,] 0.0828163967
## [32,] 1.3148370777
## [33,] -0.0889511779
## [34,] -0.0439439036
## [35,] -0.8502213836
## [36,] 0.6561576601
## [37,] -0.0883049078
## [38,] -0.7339493097
## [39,] -0.4383855266
## [40,] -0.8984794608
## [41,] -0.0751273474
## [42,] -1.3714616255
## [43,] 0.8108195001
## [44,] -0.0028928633
## [45,] -0.0238779624
## [46,] -0.9219232205
## [47,] 0.8627877856
## [48,] -1.5150660836
## [49,] 0.2861392261
## [50,] 0.1618116302
## [51,] -1.4108497410
## [52,] 0.9203883398
## [53,] 1.3238452519
## [54,] 0.0534493341
## [55,] 0.1729773375
## [56,] 2.2821822551
## [57,] -0.9859426043
## [58,] -0.7009153837
## [59,] -0.1892159602
## [60,] -0.4490380911
## [61,] 0.6420123549
## [62,] -0.8019288233
## [63,] -0.6555934043
## [64,] 0.6731098794
## [65,] -1.0637001655
## [66,] -0.4510520261
## [67,] -0.7213604652
## [68,] 0.3035178090
## [69,] 0.0379822908
## [70,] 0.2273484007
## [71,] 0.7858023671
## [72,] 0.2812536098
## [73,] 1.7345737397
## [74,] 0.0634473071
## [75,] -0.3426788694
## [76,] -0.5728668627
## [77,] -1.0640862722
## [78,] -0.2501920731
## [79,] 1.9445062393
## [80,] -0.8259700826
## [81,] -0.6344594008
## [82,] 0.5199885780
## [83,] -0.3701228243
## [84,] -0.5396835111
## [85,] 0.3016224281
## [86,] 0.7561040300
## [87,] 0.3252398171
## [88,] -1.0038333014
## [89,] -0.5263321200
## [90,] 0.1119114618
## [91,] -0.1956737014
## [92,] -0.3886006224
## [93,] 1.3550294549
## [94,] -0.4542407344
## [95,] 1.1955799278
## [96,] -2.0478415449
## [97,] -0.2228033113
## [98,] -0.7698473189
## [99,] 0.2961677772
## [100,] -0.9678343535
## [101,] 0.6156987281
## [102,] -0.0362186086
## [103,] -0.1631029938
## [104,] -1.1660108404
## [105,] -1.2343181039
## [106,] 0.1303638713
## [107,] 2.3125499567
## [108,] -0.0672240909
## [109,] -0.5185119293
## [110,] 2.2570250233
## [111,] -0.1548869769
## [112,] -0.8363297790
## [113,] 0.1464696138
## [114,] 0.0748137372
## [115,] -0.9016880588
## [116,] 0.2898175016
## [117,] 0.7025202958
## [118,] 0.2296290136
## [119,] 0.3437692142
## [120,] 0.1676587864
## [121,] 1.1785683756
## [122,] -0.2724092116
## [123,] -0.2157380569
## [124,] -1.2281015401
## [125,] 1.6599635216
## [126,] -1.2132362187
## [127,] -0.8725089702
## [128,] 0.7766070469
## [129,] 0.0880847680
## [130,] -1.1290234110
## [131,] 0.6531856473
## [132,] 0.5293226488
## [133,] -0.5294238720
## [134,] -0.6283883698
## [135,] -0.2070974050
## [136,] -1.5722883668
## [137,] -1.0219377810
## [138,] -0.6687025379
## [139,] 0.7910137782
## [140,] -0.7550433063
## [141,] -0.5260008716
## [142,] 0.2797161368
## [143,] -0.4482215913
## [144,] -1.0292176092
## [145,] 0.0658553859
## [146,] -0.2608481618
## [147,] 0.8556613696
## [148,] 0.4905176443
## [149,] -1.5330827273
## [150,] -0.6497078415
## [151,] 0.8977148109
## [152,] -0.3641135171
## [153,] -0.3482187584
## [154,] -1.5451863354
## [155,] -0.3330876008
## [156,] 0.8647697120
## [157,] 0.7030845363
## [158,] -0.1001118551
## [159,] 0.8556613696
## [160,] 2.1865333207
## [161,] -0.2885753923
## [162,] -0.9793720468
## [163,] -1.6468893777
## [164,] -0.5022742570
## [165,] -0.5822260690
## [166,] -0.8440350083
## [167,] 1.2301281590
## [168,] -1.2621160299
## [169,] 0.0194825131
## [170,] -1.1046475597
## [171,] 0.4629933733
## [172,] -0.7122189829
## [173,] -0.8060180752
## [174,] 0.3992405921
## [175,] 2.8171438623
## [176,] -0.0937293717
## [177,] -0.7659524515
## [178,] -0.3105296609
## [179,] 0.5139143355
## [180,] -0.3256878325
## [181,] -0.7544517484
## [182,] -0.2638439561
## [183,] 0.2756108686
## [184,] 0.6440995085
## [185,] -0.9206295699
## [186,] 0.2026108103
## [187,] 0.4168843913
## [188,] -0.8301056849
## [189,] 0.5199885780
## [190,] -0.3424142023
## [191,] -0.7451517675
## [192,] 0.4189525635
## [193,] 0.4599374646
## [194,] -0.0728502344
## [195,] -1.1533997492
## [196,] 2.1202621937
## [197,] -1.5531072599
## [198,] 0.0306078508
## [199,] -0.0791027549
## [200,] 0.7310843683
## [201,] 1.1624721502
## [202,] 0.0912143300
## [203,] -0.2279715581
## [204,] -0.8483504117
## [205,] 0.5283486774
## [206,] -0.5364231997
## [207,] -0.4843742574
## [208,] 0.7135600707
## [209,] 2.8171438623
## [210,] 2.3296736027
## [211,] 0.1576390535
## [212,] -0.3778738593
## [213,] -1.1799610756
## [214,] -0.1162499429
## [215,] -0.7666372107
## [216,] 0.6668345352
## [217,] 0.3084311217
## [218,] -1.1275402153
## [219,] -0.7865992612
## [220,] 0.5877610823
## [221,] -1.2220945423
## [222,] 1.7031566893
## [223,] -0.9244403957
## [224,] -0.2472536046
## [225,] -0.7989751935
## [226,] -1.7708393912
## [227,] 0.2700926814
## [228,] 0.1583093295
## [229,] 0.3491036536
## [230,] 0.3019722173
## [231,] -0.8869614838
## [232,] -0.4776432287
## [233,] 0.1744112259
## [234,] -0.4633553227
## [235,] 0.5766615334
## [236,] -0.9627015710
## [237,] -0.0807319319
## [238,] 1.8232584817
## [239,] -0.1829280916
## [240,] 0.3902668445
## [241,] -0.0905202777
## [242,] -0.7259540253
## [243,] 1.0402664951
## [244,] 2.0789967481
## [245,] 0.8903691555
## [246,] -1.0543623071
## [247,] -1.6431359237
## [248,] -0.3849182718
## [249,] -0.8037326528
## [250,] 0.0007544431
## [251,] 1.0819905365
## [252,] 0.8811453253
## [253,] -1.2245520484
## [254,] -1.0494891205
## [255,] -0.5773781210
## [256,] 0.0888209483
## [257,] -0.9489590969
## [258,] -0.3193075022
## [259,] -0.3737933507
## [260,] 0.8556613696
## [261,] -0.7859925605
## [262,] -1.2227958679
## [263,] -0.6508530913
## [264,] -1.5167100056
## [265,] -0.6534890772
## [266,] -2.9579354586
## [267,] -0.3783839360
## [268,] 0.5919704022
## [269,] 0.0592146368
## [270,] -0.3088256825
## [271,] -0.3574139496
## [272,] -0.4983183252
## [273,] -0.7864136589
## [274,] -1.3492173361
## [275,] -1.3461127437
## [276,] 0.9963772709
## [277,] 0.2183772406
## [278,] -1.2862246617
## [279,] -1.4769065917
## [280,] -1.4959640468
## [281,] 0.0144541936
## [282,] -0.1044312235
## [283,] -0.8986021625
## [284,] -0.6326808564
## [285,] -0.2469914772
## [286,] -0.6439056165
## [287,] 0.9546765810
## [288,] 0.9922227528
## [289,] 0.0829938130
## [290,] 0.1729490570
## [291,] 1.4918964957
## [292,] -0.2294310101
## [293,] 0.6243497930
## [294,] -0.3101167799
## [295,] -0.0022013127
## [296,] 0.2377372351
## [297,] 0.4630056545
## [298,] -0.3413725806
## [299,] 0.5567466966
## [300,] 0.5222626300
## [301,] 0.2223670593
## [302,] 0.2407968530
## [303,] 0.3846658645
## [304,] -0.8672562869
## [305,] 0.7220676653
## [306,] 1.0804454321
## [307,] 0.3271364743
## [308,] 0.5427217573
## [309,] 1.5671122347
## [310,] -0.9342046833
## [311,] 0.0285294345
## [312,] 2.3296736027
## [313,] -0.2351119291
## [314,] 0.1427150369
## [315,] -1.2220091693
## [316,] -0.9158003488
## [317,] 0.7496761830
## [318,] -0.9626264778
## [319,] -0.5433342705
## [320,] -0.1776104175
## [321,] -0.4735479920
## [322,] 1.0978540932
## [323,] -0.2860220134
## [324,] -0.6050903411
## [325,] -0.5487478498
## [326,] 0.1408799994
## [327,] -0.9086414532
## [328,] -0.3940237305
## [329,] -0.3336369917
## [330,] 0.7652743726
## [331,] 0.4924359569
## [332,] 0.1044773879
## [333,] 1.4671056487
## [334,] -0.8842744712
## [335,] 0.8602273990
## [336,] 0.1558730126
## [337,] 0.3155978492
## [338,] 0.1754529725
## [339,] 0.5332871170
## [340,] -0.8362318522
## [341,] 0.9410054934
## [342,] -0.4232173310
## [343,] -1.5373889751
## [344,] 1.1298126611
## [345,] 2.8171438623
## [346,] -1.5516618689
## [347,] -0.2256747514
## [348,] -0.8075753780
## [349,] -0.3036691778
## [350,] -0.1029190029
## [351,] -0.2233156029
## [352,] -0.3694783877
## [353,] -0.0920967579
## [354,] -0.7382921496
## [355,] -0.2239800958
## [356,] 0.8585791074
## [357,] -0.8268589552
## [358,] -0.7373068284
## [359,] -0.5981307933
## [360,] -1.4911668093
## [361,] -0.2629804196
## [362,] -1.0706158070
## [363,] -3.5037802113
## [364,] -2.0824136622
## [365,] -0.0774601426
## [366,] -0.8109417866
## [367,] 0.4379281752
## [368,] -0.0887380145
## [369,] -1.8293961488
## [370,] -1.2595955825
## [371,] -1.0645983615
## [372,] 0.2026926379
## [373,] -1.0354262919
## [374,] 0.3896732763
## [375,] -1.2265294253
## [376,] -0.8580723539
## [377,] -1.1533997492
## [378,] 0.9384895324
## [379,] -0.2187141393
## [380,] -0.8690498768
## [381,] -0.4895804794
## [382,] 1.9933282008
## [383,] -0.0246534393
## [384,] 0.9859658201
## [385,] 0.1756681178
## [386,] -2.0690318167
## [387,] -0.2396822206
## [388,] -0.4742900942
## [389,] 1.0071018139
## [390,] 0.5475738101
## [391,] 0.3102455835
## [392,] -0.2875950701
## [393,] 0.2727909587
## [394,] -0.9971483291
## [395,] -0.8408733594
## [396,] 0.4508989355
## [397,] 1.3340429432
## [398,] -0.6309907804
## [399,] 0.8556613696
## [400,] -0.1286076671
## [401,] -1.0482353539
## [402,] 0.2297681629
## [403,] -0.1613134047
## [404,] 0.3687956973
## [405,] -1.1890768810
## [406,] -1.2265136035
## [407,] -1.5353377451
## [408,] 0.2053366050
## [409,] -1.0358069376
## [410,] -0.5140986459
## [411,] -0.3730858380
## [412,] -0.0185627521
## [413,] 0.0935094937
## [414,] -0.4771555827
## [415,] -0.2841067806
## [416,] 0.7789975793
## [417,] -1.7978128554
## [418,] 1.2793600943
## [419,] 0.2528253652
## [420,] -0.7242567054
## [421,] -0.1137616545
## [422,] -0.2145942611
## [423,] -0.3064335994
## [424,] 0.5120119771
## [425,] -0.5596616529
## [426,] 0.2940782550
## [427,] -0.3491561295
## [428,] 2.8171438623
## [429,] 0.1299614352
## [430,] -0.6880361431
## [431,] 1.1754753617
## [432,] -0.9947776026
## [433,] 0.4185542486
## [434,] 0.6274547729
## [435,] 1.4733971419
## [436,] 0.6286695396
## [437,] -0.7943071198
## [438,] 0.8809019789
## [439,] 0.3394181256
## [440,] -0.0314557853
## [441,] 0.2794515378
## [442,] 0.9909838253
## [443,] 0.5751023073
## [444,] 0.2863464303
## [445,] -0.1975914357
## [446,] 0.4333649024
## [447,] -1.2735229519
## [448,] -0.2959914221
## [449,] -0.0309119975
## [450,] 0.8622663523
## [451,] 1.8119877889
## [452,] -2.0963350159
## [453,] -0.8905158392
## [454,] -0.9024755412
## [455,] 1.1856537441
## [456,] 0.7866447048
## [457,] 0.0729197278
## [458,] -0.2838403634
## [459,] 2.5805431472
## [460,] -0.8753250773
## [461,] -0.3028557057
## [462,] 0.9407522052
## [463,] 1.1747447918
## [464,] -0.9172952092
## [465,] -0.2296852935
## [466,] 0.3586387977
## [467,] -1.2623283362
## [468,] 1.5250666496
## [469,] -0.8704572813
## [470,] -0.9464701484
## [471,] 0.7816359919
## [472,] 0.8674548566
## [473,] -0.8933227648
## [474,] -0.4848214978
## [475,] -0.3859172618
## [476,] 0.7496761830
## [477,] 1.0721850326
## [478,] -0.1034851128
## [479,] -1.0559644540
## [480,] -0.4976798286
## [481,] 0.2560555220
## [482,] -0.1762829142
## [483,] 1.7345737397
## [484,] -0.9797297091
## [485,] 0.6440995085
## [486,] -0.5244192687
## [487,] -0.8762494331
## [488,] 1.5324046949
## [489,] -0.9293602220
## [490,] 0.3142523762
## [491,] 0.8785485938
## [492,] -0.2741881959
## [493,] 0.6386572673
## [494,] 0.4030338388
## [495,] -0.4127950737
## [496,] -0.0647329779
## [497,] 1.4490229600
## [498,] -0.6399899023
## [499,] -0.9938679850
## [500,] -1.8902209451
## [501,] -0.3463996037
## [502,] -0.2794884728
## [503,] 1.1439027152
## [504,] -1.3442246049
## [505,] 0.3725443465
## [506,] -0.2587823966
## [507,] 0.3745023532
## [508,] -1.0005668416
## [509,] -0.2487645692
## [510,] 0.5271715011
## [511,] -0.7660725589
## [512,] -0.5393656629
## [513,] 0.8410327480
## [514,] -0.4340291577
## [515,] -0.2892188963
## [516,] -0.2180855055
## [517,] -0.0399539883
## [518,] -1.0447279887
## [519,] 0.1839152393
## [520,] -0.0554558607
## [521,] 0.3638796950
## [522,] 0.0197805644
## [523,] 1.9591689438
## [524,] -0.1955841083
## [525,] 0.8192199743
## [526,] 0.6286695396
## [527,] -1.2764464377
## [528,] -0.4857425611
## [529,] 0.0012067151
## [530,] -0.2729778074
## [531,] 1.0922269759
## [532,] 1.9815579226
## [533,] -1.1084349507
## [534,] -0.3808939659
## [535,] -0.1776104175
## [536,] -0.3864069224
## [537,] -0.6985065243
## [538,] -1.1697341195
## [539,] -0.5843282520
## [540,] -0.3129743204
## [541,] 0.1182858327
## [542,] -1.5189099593
## [543,] -0.5142426474
## [544,] -1.6633751959
## [545,] 1.1824899182
## [546,] 0.8455433750
## [547,] 0.7870233160
## [548,] -0.5190530934
## [549,] -1.9709595447
## [550,] 0.9311444840
## [551,] 0.3568189558
## [552,] 2.2649105397
## [553,] 0.2611985810
## [554,] -0.4514192121
## [555,] 0.0213438213
## [556,] 2.3296736027
## [557,] 0.1030315301
## [558,] 1.4115978755
## [559,] 0.2166697545
## [560,] -1.1470950987
## [561,] 0.5984416443
## [562,] -0.1389828388
## [563,] -1.5202454952
## [564,] 0.1178263246
## [565,] 0.2235866845
## [566,] 0.8556613696
## [567,] 0.3341749727
## [568,] 0.3264746810
## [569,] -0.0469285633
## [570,] -0.9083924397
## [571,] 1.4188271964
## [572,] -0.3310705372
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## [745,] 0.3102455835
## [746,] 0.1604551803
## [747,] 1.0067585153
## [748,] -0.2015362504
## [749,] 1.1522484496
## [750,] 1.6911710876
## [751,] -0.4330572102
## [752,] -0.5453276144
## [753,] -0.8430009370
## [754,] -1.1676594840
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## [760,] 1.3237075975
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## [765,] 0.0718234072
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## [767,] -0.4069095747
## [768,] 1.0962167109
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## [771,] -1.3979882945
## [772,] 0.4116677122
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## [774,] 1.4056107133
## [775,] 0.0906198131
## [776,] 1.2344890867
## [777,] -0.7041746866
## [778,] -0.0369872064
## [779,] 0.6693796984
## [780,] 0.1382991538
## [781,] 0.0836500563
## [782,] 1.7898435595
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## [784,] 2.4573579627
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## [786,] 0.6308067093
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## [788,] 0.7337895784
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## [808,] -0.5359050427
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## [811,] -0.3477346186
## [812,] 1.6027479650
## [813,] -1.0188728221
## [814,] -1.1341136108
## [815,] -0.1198752628
## [816,] 0.9065692308
## [817,] 1.5743028980
## [818,] -0.0240427391
## [819,] 2.8171438623
## [820,] -0.4818242519
## [821,] 0.0686891819
## [822,] -0.6195926976
## [823,] -0.0530170703
## [824,] 0.0416601077
## [825,] -0.6633290525
## [826,] -0.4464672440
## [827,] 2.8171438623
## [828,] -1.6512267280
## [829,] -1.1533997492
## [830,] 1.0900118547
## [831,] -0.6618466487
## [832,] -1.0560685431
## [833,] -0.8587164137
## [834,] -0.3706352556
## [835,] 0.7259097532
## [836,] 0.5614137366
## [837,] -0.4207507423
## [838,] 0.8297223766
## [839,] -0.1514886759
## [840,] -0.5860059853
## [841,] 0.0515307762
## [842,] -1.1377115940
## [843,] 0.4051881902
## [844,] -0.8036652009
## [845,] -0.2315066064
## [846,] 0.8556613696
## [847,] 0.0560225493
## [848,] -0.5355529698
## [849,] 0.6115447785
## [850,] 0.0382771986
## [851,] -1.4033525833
## [852,] -0.2138217656
## [853,] -0.3987631759
## [854,] 1.9677325735
## [855,] 0.8225807044
## [856,] 1.6751298967
## [857,] -0.5506259863
## [858,] -0.7595092579
## [859,] -0.4820527042
## [860,] -2.1370369139
## [861,] -1.1315943061
## [862,] -1.0873485574
## [863,] -1.2754667430
## [864,] 0.3041939131
## [865,] 0.9280428969
## [866,] 1.1241022049
## [867,] -0.9304533594
## [868,] 1.6563660474
## [869,] 1.7666134087
## [870,] -0.4473719316
## [871,] -0.4162010030
## [872,] -1.0854065382
## [873,] 1.3556833901
## [874,] -0.3996586535
## [875,] 0.0658195573
## [876,] -1.1518669394
## [877,] -0.4116463292
## [878,] 0.1284442243
## [879,] -0.0676598224
## [880,] 1.5671145692
## [881,] 2.5220454579
## [882,] 0.0641372651
## [883,] 1.0162031499
## [884,] 1.0086204478
## [885,] 0.6524933259
## [886,] 0.0457197650
## [887,] 1.1308848991
## [888,] -1.6500661910
## [889,] 0.9100952586
## [890,] 0.1337744194
## [891,] -1.1381319752
## [892,] 0.7170148620
## [893,] -1.5440640364
## [894,] 0.6590173040
## [895,] 0.2904914208
## [896,] -0.7497744239
## [897,] -0.0904384081
## [898,] 0.7317466581
## [899,] 1.4812140745
## [900,] 0.6378454361
## [901,] 0.6293779139
## [902,] -1.3919275966
## [903,] -0.9344239977
## [904,] 1.8947655539
## [905,] -1.2934286121
## [906,] -0.3763468481
## [907,] 1.8840846900
## [908,] 2.8171438623
## [909,] 0.6908748620
## [910,] -1.6451807294
## [911,] -0.5775813201
## [912,] -0.6862232198
## [913,] 0.6351974094
## [914,] 0.0529891900
## [915,] -1.0925669827
## [916,] -0.9997169861
## [917,] -3.0781265890
## [918,] -0.9570178166
## [919,] -0.1892159602
## [920,] -0.5852903224
## [921,] 1.2665078963
## [922,] 0.6580410848
## [923,] 0.9757964209
## [924,] -0.5394719129
## [925,] 1.2216426210
## [926,] 1.6545544246
## [927,] -1.7362455708
## [928,] -1.4727395451
## [929,] -0.4277173466
## [930,] -0.2661883462
## [931,] -0.6538397349
## [932,] 1.0426176428
## [933,] 1.0183687533
## [934,] 0.6335685055
## [935,] 2.2175203338
## [936,] 2.4644647317
## [937,] 2.8171438623
## [938,] 1.3036886001
## [939,] 0.7457027182
## [940,] -0.7514831929
## [941,] 0.0497144880
## [942,] 1.9841372231
## [943,] 1.7312620774
## [944,] -0.0978674332
## [945,] 0.9084131482
## [946,] -0.1324128535
## [947,] -0.8646431652
## [948,] -0.9370252351
## [949,] -1.7248254403
## [950,] -0.4083853825
## [951,] 2.1824802975
## [952,] 0.1532141962
## [953,] 0.0177657057
## [954,] -0.3832968776
## [955,] 0.7215209676
## [956,] 1.1057949307
## [957,] 2.0974082840
## [958,] 0.5503003102
## [959,] -0.8021533585
## [960,] 0.1464696138mirt::itemfit(DGS_IRT_1)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_12 88.603 76 0.013 0.153
## 2 DGS_15 65.524 77 0.000 0.821
## 3 DGS_17 81.802 77 0.008 0.333
## 4 DGS_19 110.130 95 0.013 0.137
## 5 DGS_32 103.825 94 0.010 0.229
## 6 DGS_33 77.325 71 0.010 0.284
## 7 DGS_49 121.462 104 0.013 0.116
## 8 DGS_56 91.013 97 0.000 0.652
## 9 DGS_60 90.694 82 0.011 0.239
## 10 DGS_75 105.130 99 0.008 0.318mirt::personfit(DGS_IRT_1)## outfit z.outfit infit z.infit Zh
## 1 0.71900350 -0.4703892032 0.63432736 -0.686656262 0.592867200
## 2 0.82320674 -0.3146689666 0.81528388 -0.304274520 0.453759928
## 3 1.06917766 0.3011710347 1.14238887 0.443994783 0.006255846
## 4 0.12907769 -3.2060801112 0.15229342 -2.891026861 2.004378298
## 5 0.42137823 -1.4836762287 0.41830139 -1.527940911 1.214765095
## 6 0.63343095 -0.6980664198 0.56811430 -0.890945075 0.542012379
## 7 0.53880022 -1.0238988110 0.48612355 -1.155724751 0.901327605
## 8 0.92508572 -0.0014946085 0.82429752 -0.217258363 0.103142452
## 9 1.05380441 0.2668938929 1.25499197 0.667686075 -0.046327897
## 10 0.44571090 -1.3291323369 0.49319311 -1.193207822 1.110942610
## 11 0.47092653 -1.3651828369 0.43001705 -1.455141975 1.232374621
## 12 0.50499118 -1.1404441359 0.59858298 -0.811941001 1.039825316
## 13 0.67625051 -0.5967534053 0.68507871 -0.550895248 0.622204121
## 14 0.90863570 -0.0313699881 1.02229047 0.210430883 0.549655783
## 15 0.20024961 -2.4783971018 0.17234121 -2.576635775 1.856619905
## 16 0.03196126 -4.3283125379 0.03353873 -4.151413290 2.231807707
## 17 1.07564872 0.3138183402 1.05460962 0.271144732 -0.219317241
## 18 0.52809600 -1.2230322706 0.37782860 -1.729762391 1.242257514
## 19 0.20985247 -2.3477225129 0.18773762 -2.414402963 1.779989189
## 20 0.40019727 -1.6263423684 0.46387658 -1.315990763 1.322196631
## 21 0.65702126 -0.7637165597 0.69486350 -0.659341682 0.704186554
## 22 0.42080704 -1.3683027928 0.47474403 -1.157589350 1.218474175
## 23 0.88850986 -0.0975718310 0.89691478 -0.066214468 0.244719448
## 24 0.39623853 -1.5202948266 0.42635528 -1.357981067 1.273858786
## 25 1.17353576 0.5101881793 1.33870269 0.802957247 -0.456547826
## 26 0.70525008 -0.5792885212 0.71442130 -0.567441381 0.742656587
## 27 0.11884884 -3.0310467092 0.11450605 -3.135018752 1.783908534
## 28 3.21769486 3.4802253582 3.15160951 3.272494929 -4.891474024
## 29 1.21366246 0.5791347501 1.37097349 0.843449018 -0.566779320
## 30 2.71300119 2.5694070183 2.37155587 2.182675900 -2.175798632
## 31 0.33592420 -1.7638778700 0.32604718 -1.749075195 1.514475762
## 32 1.95554438 1.9455026012 2.31987476 2.361113955 -2.132901851
## 33 0.66020817 -0.6428178757 0.56101259 -0.896880292 0.587647509
## 34 0.47547948 -1.2090320265 0.46096017 -1.217781993 1.125474488
## 35 2.66666668 2.5375536719 2.24160300 2.079748587 -1.841334239
## 36 1.71043790 1.4792203264 1.84885574 1.641295546 -1.717658314
## 37 0.30695842 -1.8627307719 0.25862557 -2.033912002 1.520091975
## 38 0.51606358 -1.0440749804 0.45507470 -1.252653619 0.948171862
## 39 0.48785641 -1.1358548803 0.50060937 -1.074506627 0.952074810
## 40 0.17077372 -2.5824783236 0.16787679 -2.644944779 1.667517609
## 41 0.84121533 -0.1879161361 0.93044703 0.020912043 0.425753610
## 42 0.28456742 -2.2083422647 0.28659206 -2.225881784 1.579813589
## 43 1.06216562 0.2850126472 1.02730842 0.210134281 -0.205019040
## 44 1.80329196 1.5191110266 1.92517228 1.650807691 -1.869370880
## 45 0.53672194 -1.0104467583 0.54924281 -0.937144035 0.979332862
## 46 0.79540300 -0.2921303703 0.87613165 -0.111372548 0.659755697
## 47 0.55321797 -1.1130934314 0.61523933 -0.852941893 1.028037451
## 48 2.10585599 2.1925738330 2.00860259 2.055348201 -2.456597538
## 49 2.46008302 2.4110597588 2.58369122 2.489302060 -1.772337926
## 50 0.90220396 -0.0570043582 1.04366776 0.250509888 0.132142848
## 51 0.83905901 -0.2535976392 0.88700678 -0.134348736 0.523689880
## 52 0.44154492 -1.5435156841 0.40821540 -1.592042293 1.327438938
## 53 1.21685716 0.6261611302 1.32291764 0.814831078 -0.573994610
## 54 0.88284118 -0.0968882740 0.85907534 -0.138679030 0.261496853
## 55 0.23212357 -2.2954635091 0.20880145 -2.354010479 1.727942559
## 56 0.41570222 -1.1584807683 0.51348033 -0.934248727 1.117406588
## 57 0.43221093 -1.3583076284 0.43719300 -1.370536669 1.043936162
## 58 0.93660622 0.0322885910 0.87194166 -0.109438844 -0.107846432
## 59 0.25830980 -2.0811748519 0.22118026 -2.218332356 1.617582719
## 60 1.16255420 0.4781566096 0.98515595 0.136035687 -0.339214600
## 61 1.07155966 0.3055132185 1.01195780 0.178945581 -0.122639365
## 62 0.54725004 -0.9511096423 0.56668911 -0.903765781 0.824050269
## 63 0.85625132 -0.1431072520 0.86669098 -0.119459914 0.102509626
## 64 1.95671543 1.8562437142 2.29863105 2.250301598 -2.177379176
## 65 1.13988928 0.4398541267 0.98031921 0.113087313 -0.108727662
## 66 0.82070941 -0.2253789836 0.84272854 -0.168028242 0.207462683
## 67 1.01519246 0.1946358055 1.06347956 0.290215126 0.164034232
## 68 0.37294522 -1.6553981403 0.47755895 -1.209905840 1.440089399
## 69 2.27967853 2.1446036372 1.72852378 1.386650707 -1.821578905
## 70 2.84902804 2.8297964808 3.41880605 3.310631638 -3.241529525
## 71 0.67595667 -0.7045724695 0.64330134 -0.758794122 0.736502744
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## 87 1.28295621 0.7153977961 1.13487736 0.429879021 -0.740102443
## 88 1.73385173 1.4171724867 1.91507746 1.695205187 -1.996416286
## 89 1.06874512 0.3006494239 1.07415498 0.311311700 -0.187426714
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## 109 2.07460468 1.8429658260 1.91407579 1.624736718 -2.688499042
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## 118 0.67977539 -0.6169136241 0.68766488 -0.569212165 0.627559720
## 119 1.62732911 1.2984059483 1.72989150 1.421540761 -1.391313901
## 120 0.56228804 -0.9533165495 0.68103124 -0.581220867 1.003721706
## 121 0.41187632 -1.7086452876 0.34697632 -1.888542607 1.374866426
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## 125 0.89777551 -0.0964446996 1.05463391 0.269515808 0.504178068
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## 127 0.66231395 -0.6267746046 0.60092717 -0.812816403 0.658804373
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## 129 0.61703484 -0.7794594883 0.53583783 -0.989340122 0.882601539
## 130 3.34550789 3.3225250069 3.39375430 3.428961539 -6.046651220
## 131 0.63968264 -0.7932527166 0.53342913 -1.084186588 0.947293588
## 132 0.59773776 -0.9010343991 0.57316986 -0.936113217 0.934852369
## 133 4.07349628 3.8034053010 3.97747786 3.696668892 -4.920255622
## 134 1.13385417 0.4246682043 1.21870508 0.578754048 -0.851148256
## 135 0.47900850 -1.1804124457 0.43118846 -1.308215021 1.154993950
## 136 0.55325737 -1.2051342928 0.55675120 -1.197635072 0.899366244
## 137 1.22568606 0.5991083887 1.01947905 0.197902369 -0.068434049
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## 139 0.45013149 -1.4773927918 0.41961485 -1.521770018 1.362914572
## 140 2.58433545 2.4379190618 2.74576010 2.623137963 -2.667934425
## 141 0.43480515 -1.3136403108 0.38618105 -1.476351153 1.305617972
## 142 0.62819395 -0.7694769593 0.64628316 -0.687079438 0.825319866
## 143 0.52062788 -1.0301384352 0.55506546 -0.907345457 0.954755729
## 144 0.91686292 -0.0191588739 0.92396567 -0.009650912 0.391116613
## 145 1.64344419 1.2927948071 1.67486061 1.312160165 -1.076220717
## 146 0.52054025 -1.0406935580 0.59834859 -0.781158891 0.936274374
## 147 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 148 0.43274151 -1.4640672552 0.52065355 -1.098020362 1.278679874
## 149 1.82531294 1.7689801788 1.84178179 1.802845868 -2.127283598
## 150 0.17275909 -2.5355252168 0.19993117 -2.363762674 1.788943779
## 151 0.33939001 -1.9887311844 0.35755197 -1.803688248 1.535413309
## 152 0.16779892 -2.5825958625 0.15300021 -2.632205083 1.758502131
## 153 0.34721638 -1.6574602029 0.31568582 -1.753400496 1.254146571
## 154 0.95420858 0.0207404854 0.88782044 -0.153853507 0.098717134
## 155 0.34455734 -1.6697583243 0.35983418 -1.570724245 1.304541440
## 156 2.04230235 2.0274637117 2.01922406 1.918907255 -2.440182826
## 157 0.51246350 -1.2221570538 0.50346203 -1.194592522 1.028297774
## 158 0.33546149 -1.7350010691 0.29492226 -1.859736949 1.472968380
## 159 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 160 1.46898819 0.9424602800 2.14740335 1.848534809 -0.403734630
## 161 0.29386912 -1.8963444895 0.26725128 -1.975372749 1.410468163
## 162 1.37450393 0.8566405776 1.38136141 0.878034278 -1.079656849
## 163 1.04205686 0.2362943411 0.96203870 0.029982071 -0.092018311
## 164 0.94394455 0.0478385982 1.05089852 0.266400580 -0.076556586
## 165 1.72491559 1.3782420922 1.58668443 1.173036011 -1.760537741
## 166 0.39413239 -1.4747493240 0.38442243 -1.533650053 1.102822108
## 167 1.21552940 0.6240068410 1.24700624 0.668910208 -0.684565953
## 168 1.47976771 1.0748716484 1.50671729 1.133904525 -1.051669996
## 169 1.42416543 0.9438691534 1.71385222 1.364367386 -1.254518930
## 170 0.64353294 -0.7109308290 0.60542205 -0.844085542 0.763381649
## 171 2.15601247 2.0784210045 2.35032891 2.262884889 -2.080917316
## 172 0.29968889 -1.8539604245 0.28345579 -1.936589772 1.464830997
## 173 0.85769160 -0.1421321586 0.84488727 -0.175943218 0.027821853
## 174 0.37160755 -1.6860174384 0.43354458 -1.384337482 1.385654140
## 175 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 176 0.44966417 -1.2928443108 0.44247203 -1.276640748 1.207005198
## 177 0.70212535 -0.5159240069 0.75396989 -0.390331598 0.498201348
## 178 0.31376241 -1.8039701917 0.30212556 -1.813142538 1.500952633
## 179 0.08383559 -3.5904149780 0.10533944 -3.238957944 2.152658349
## 180 0.92846740 0.0131766311 1.08390353 0.329980046 -0.055293265
## 181 0.59530486 -0.8061372538 0.54164625 -0.973396395 0.510515440
## 182 0.75101879 -0.3973763896 0.67466470 -0.573995221 0.560324676
## 183 0.38217221 -1.6107270649 0.46125084 -1.261415825 1.300804794
## 184 0.15596162 -2.9862185545 0.17901703 -2.700189709 1.890336914
## 185 0.35901062 -1.6254368299 0.30859120 -1.875533689 1.413451709
## 186 1.16354134 0.4872380890 1.21852392 0.583644635 -0.372385534
## 187 0.49048849 -1.2338296447 0.49462263 -1.171934066 1.224430105
## 188 0.86093748 -0.1354723165 0.85378324 -0.156897088 -0.081037014
## 189 0.11252020 -3.2936348430 0.12944113 -3.025530253 2.038684703
## 190 0.83751367 -0.1885792314 0.85089057 -0.149003443 0.301400627
## 191 0.29775112 -1.8650054185 0.29164061 -1.905438623 1.528853979
## 192 0.95672252 0.0563800638 0.99388250 0.144315548 0.203083580
## 193 0.58503287 -0.9283739673 0.60397385 -0.831941942 0.975271335
## 194 0.99949278 0.1595886278 1.10414919 0.368521909 -0.115699929
## 195 0.24038204 -2.2740824304 0.23422220 -2.359700327 1.472481413
## 196 0.33432115 -1.5909581624 0.36028426 -1.532311931 1.398985573
## 197 2.38639437 2.6289530641 2.22587801 2.410238654 -4.705317361
## 198 1.29483504 0.7238817622 1.20082247 0.547917469 -0.552488899
## 199 0.28032245 -1.9892790695 0.25713967 -2.042552354 1.647145455
## 200 1.57955244 1.2776159015 1.36416062 0.871917206 -1.280009850
## 201 1.60409396 1.3691233727 1.52668072 1.182339431 -1.393042513
## 202 2.35479594 2.2437317686 2.36587739 2.203844173 -3.087013321
## 203 0.81858537 -0.2355642829 0.85339021 -0.144147131 0.267124293
## 204 0.69868389 -0.5287878028 0.58804438 -0.846959306 0.813526209
## 205 0.14334812 -3.0276240716 0.19277439 -2.566219451 1.922079673
## 206 0.84888312 -0.1598453681 0.80994060 -0.244673395 0.142527154
## 207 0.83180039 -0.1993087127 0.77942674 -0.314913382 0.184292526
## 208 0.62903923 -0.8364239217 0.53676159 -1.083292763 0.858941368
## 209 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 210 0.33595032 -1.3840501059 0.38788759 -1.305085623 1.283072352
## 211 1.09140496 0.3453563745 1.00278732 0.167655550 -0.344391544
## 212 0.86167915 -0.1328935611 0.81675723 -0.226362143 0.034753815
## 213 1.30450135 0.7537830641 1.29136738 0.738067200 -1.114854866
## 214 0.47557027 -1.2007068117 0.48624383 -1.127463060 1.069663164
## 215 1.23696834 0.6125770038 1.25416697 0.645053238 -0.175676328
## 216 2.94693801 3.1006081373 2.79007298 2.826061109 -3.699401209
## 217 0.16931885 -2.7334642432 0.14826710 -2.794303972 1.880559621
## 218 1.04162795 0.2440044712 1.06400873 0.289638975 -0.785019899
## 219 0.29332439 -1.8891957407 0.33967216 -1.702149469 1.422891862
## 220 1.13817225 0.4452294868 1.46107017 1.028673910 -0.437192215
## 221 1.10065961 0.3653775380 1.07940742 0.321958960 -0.255584756
## 222 0.70424256 -0.6006608239 0.73794054 -0.479978690 0.837565872
## 223 0.95338744 0.0642170813 0.82798345 -0.223682602 -0.015225446
## 224 0.96563151 0.0910704938 1.03622190 0.237905380 -0.056658724
## 225 0.29070147 -1.9027593834 0.27948937 -1.976236406 1.284073781
## 226 1.24321637 0.7306876633 1.27810601 0.814687600 0.353968398
## 227 0.47821315 -1.2471647167 0.52637126 -1.043198240 1.028974484
## 228 0.34208313 -1.7526328832 0.36059002 -1.618265019 1.505732792
## 229 1.10737368 0.3786096792 0.95320663 0.058716693 -0.268341660
## 230 0.61138306 -0.8222460923 0.68482723 -0.583891359 0.808653786
## 231 0.45634645 -1.2547744040 0.42204248 -1.400704002 0.999919032
## 232 1.05910226 0.2818056796 1.08276303 0.327802168 0.277064655
## 233 1.36496794 0.8526137117 1.20125859 0.551553965 -0.803318016
## 234 0.43797273 -1.3045442871 0.50086750 -1.074636420 1.098552232
## 235 1.51550218 1.1472006672 1.75401260 1.489700562 -1.134000003
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## 237 0.88465514 -0.0883069265 0.83586857 -0.186726065 0.381935797
## 238 1.50053104 1.0992308601 1.38932971 0.897906912 -0.530565595
## 239 0.29894969 -1.8856701460 0.29667338 -1.843681521 1.499399898
## 240 0.93175049 0.0008547145 1.19517280 0.545758711 0.129349072
## 241 0.40400505 -1.4602134760 0.40239824 -1.420741828 1.328258534
## 242 1.07101316 0.3050296617 1.16357349 0.480600453 -0.307740371
## 243 1.67152445 1.4763581098 1.63152338 1.352848966 -1.555216920
## 244 0.69902482 -0.4916242151 0.94440343 0.054438409 0.787753663
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## 246 0.35345784 -1.6848701811 0.32859882 -1.833265905 1.094215733
## 247 1.31635074 0.8688828012 1.21413965 0.645775232 -1.206963607
## 248 0.22131106 -2.2541030279 0.21059201 -2.271060872 1.719336449
## 249 3.59224991 3.4175233019 3.45420440 3.323638370 -4.477097484
## 250 0.69309513 -0.5604380442 0.73429511 -0.432098568 0.637476883
## 251 1.09349015 0.3563982445 1.04302709 0.243073566 -0.084996939
## 252 1.66841426 1.4500081775 1.82469928 1.639705743 -1.559279765
## 253 0.78736955 -0.3486021348 0.73774547 -0.492285803 0.697407963
## 254 0.42328131 -1.4078098228 0.37454773 -1.634006033 0.982244684
## 255 0.23023599 -2.1942214858 0.24213203 -2.116947996 1.689396244
## 256 0.62295643 -0.7624061320 0.72036563 -0.472653537 0.728404499
## 257 0.33462926 -1.7335891926 0.33253783 -1.777532232 1.395997307
## 258 1.24037185 0.6197099288 1.26542702 0.657320888 0.013400778
## 259 0.54088278 -0.9704306478 0.60871718 -0.751328902 0.910952230
## 260 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 261 0.73971130 -0.4213646275 0.74621292 -0.411223103 0.409989528
## 262 0.54836768 -1.0345619193 0.52696535 -1.130353743 0.815173812
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## 264 0.44457357 -1.5915664338 0.42983641 -1.663497320 1.073926421
## 265 1.60094125 1.1990081710 1.48760394 1.026206807 -0.974087782
## 266 0.39201310 -0.9659660914 0.38192576 -1.091883267 1.080198550
## 267 0.53634707 -0.9841830156 0.56392480 -0.879645651 0.891039622
## 268 0.43786523 -1.4714439701 0.46058924 -1.325242010 1.414337012
## 269 1.46505675 1.0131723849 1.33511758 0.782467416 -0.948119112
## 270 1.51888833 1.0805205785 1.50369870 1.042543274 -1.117079341
## 271 1.69318451 1.3385570365 1.39878654 0.878307867 -1.483075375
## 272 0.57548107 -0.8619286309 0.49775698 -1.086283535 0.983071452
## 273 0.10569707 -3.0612963379 0.12175886 -2.948479960 1.859262820
## 274 1.83076864 1.6698028842 1.83494822 1.693410098 -1.368527155
## 275 0.79488457 -0.3550510151 0.80417668 -0.338409944 0.472392025
## 276 1.46206516 1.1022156829 1.50613456 1.139631319 -1.128037764
## 277 2.17380329 2.0455488212 2.29669779 2.145364567 -2.264976921
## 278 1.52650041 1.1601022874 1.45625208 1.051882390 -0.836030151
## 279 0.69830795 -0.6703181562 0.67558953 -0.746689550 0.133495508
## 280 0.69394816 -0.6914233256 0.68484058 -0.725261705 1.050871918
## 281 1.11306071 0.3873804542 1.13714293 0.430941978 -0.308095044
## 282 0.69422477 -0.5504301342 0.61100403 -0.751735306 0.557133394
## 283 1.42543184 0.9354529312 1.50144248 1.067464780 -0.513434802
## 284 0.40658206 -1.4148634733 0.43720824 -1.300918588 1.123103705
## 285 2.07609184 1.8598418809 2.17602798 1.947697976 -2.505633406
## 286 0.18260202 -2.4721099030 0.19624367 -2.384570384 1.827018537
## 287 2.53617503 2.7211122668 3.15652741 3.304708206 -2.997506244
## 288 1.27336163 0.7379139395 1.33864828 0.839847013 -0.592094032
## 289 1.79840662 1.5212614613 1.52141951 1.083965062 -0.911391103
## 290 1.67018627 1.3436907223 1.53015357 1.103864591 -1.437921998
## 291 1.08622682 0.3392716103 1.26222491 0.693805343 -0.131407827
## 292 1.64221126 1.2703298277 1.40699659 0.892253458 -1.054959661
## 293 0.72155371 -0.5495891714 0.81419435 -0.278568202 0.665030912
## 294 0.48616166 -1.1485774704 0.51001768 -1.043305033 1.059445304
## 295 0.49485627 -1.1486383454 0.45214386 -1.252361598 1.082325289
## 296 0.47028642 -1.2690564809 0.40850155 -1.445793509 1.174235748
## 297 0.87219219 -0.1427223280 0.74545789 -0.439731766 0.297359603
## 298 0.95303295 0.0656631092 1.01519845 0.196553325 0.243045739
## 299 0.60873162 -0.8716887989 0.57311779 -0.940571396 0.996577320
## 300 0.37982414 -1.6868119551 0.47835822 -1.247870610 1.420507970
## 301 2.73659442 2.7074480607 2.74752997 2.651028785 -3.380589119
## 302 0.63916384 -0.7326936266 0.57022994 -0.902923233 0.774758270
## 303 0.19753237 -2.5736774499 0.21245061 -2.395290262 1.872045708
## 304 0.95526438 0.0695515428 0.96371898 0.084277050 0.015714184
## 305 1.74769870 1.5506033910 1.82154278 1.611917952 -1.847985730
## 306 0.50425792 -1.3256683995 0.45299125 -1.435403225 1.308975885
## 307 0.41412748 -1.4955840141 0.38026564 -1.573460714 1.363381957
## 308 0.80321669 -0.3209501913 0.84522520 -0.196974128 0.422249146
## 309 0.52720982 -1.2030784022 0.46513795 -1.360949450 1.244411203
## 310 1.40555285 0.9051411704 1.39412006 0.895545847 -1.099524608
## 311 1.75783837 1.4575637940 1.58961287 1.184036992 -1.365764884
## 312 0.33595032 -1.3840501059 0.38788759 -1.305085623 1.283072352
## 313 0.30197630 -1.8651672310 0.28701881 -1.884280162 1.511553588
## 314 0.97252032 0.0990015770 1.12713151 0.413140175 0.083602805
## 315 2.18830608 2.1039705828 2.08093308 1.992479570 -4.103187762
## 316 0.41865676 -1.3937491557 0.36768991 -1.619073949 1.087414840
## 317 0.19630883 -2.7440470532 0.24203636 -2.343922970 1.788034110
## 318 2.00419792 1.7801550263 1.99569921 1.794391491 -3.134747853
## 319 0.70275324 -0.5119691578 0.78816037 -0.295851004 0.722883481
## 320 0.24908539 -2.1302972202 0.23940280 -2.121810546 1.683871007
## 321 1.53425133 1.0996928231 1.63468190 1.238974022 -0.564342899
## 322 2.12791899 2.1965446000 1.96397094 1.868549889 -2.363854757
## 323 0.23417511 -2.1944035372 0.20758502 -2.288531285 1.646335430
## 324 0.40037032 -1.4378208470 0.46686005 -1.195925566 1.223056934
## 325 0.41095110 -1.3991654185 0.41625722 -1.366880028 1.197000699
## 326 1.02256495 0.2050246051 0.93899182 0.034150216 -0.306487266
## 327 2.56220089 2.4353097990 2.65035510 2.564652253 -3.732778282
## 328 1.32702587 0.7684365992 1.13206332 0.420209311 -0.259539098
## 329 0.45191901 -1.2629839069 0.47213360 -1.165236144 1.015806543
## 330 0.30279791 -2.1266555437 0.31226679 -1.982284882 1.620605575
## 331 3.05243832 3.1387076159 3.22118679 3.214913415 -3.954988898
## 332 2.31401437 2.1973617435 2.60274833 2.470671889 -2.516730137
## 333 0.89483326 -0.1183990808 0.97941613 0.100660073 0.398195349
## 334 0.34074068 -1.6942495858 0.31158535 -1.850574551 1.274373002
## 335 0.44977079 -1.4962771929 0.42534877 -1.512525725 1.416845290
## 336 1.75070477 1.4610555001 1.71086685 1.372325949 -1.726221807
## 337 1.55757119 1.1844711377 1.32562119 0.777907138 -1.245436269
## 338 0.21553910 -2.3916247193 0.22840419 -2.243225382 1.738525710
## 339 1.27232524 0.7075889512 1.22431531 0.605073614 -0.514472176
## 340 0.39497320 -1.4705893848 0.38161677 -1.542823934 1.333638225
## 341 3.96528575 4.2687615261 5.07111364 4.997190407 -6.061621716
## 342 0.23933827 -2.1529935908 0.23323263 -2.148571901 1.661899767
## 343 1.26706967 0.7404654995 1.29855219 0.808306530 -0.691288949
## 344 0.87674908 -0.1700815654 0.89341545 -0.105655754 0.420806991
## 345 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 346 0.83130831 -0.3077008158 0.79366259 -0.417311879 0.535345200
## 347 0.47261102 -1.2003898479 0.46380264 -1.195344796 1.201892401
## 348 0.20608151 -2.3433255828 0.17855415 -2.539361244 1.759105365
## 349 1.26443576 0.6623051046 1.34258255 0.787023906 -0.506689074
## 350 0.88330712 -0.0906898119 0.85012462 -0.153853602 0.209266704
## 351 0.64439028 -0.6777928267 0.55205833 -0.916596790 0.802673039
## 352 0.29876668 -1.8660186262 0.30019801 -1.821709076 1.406828666
## 353 0.89620196 -0.0621209207 0.90418604 -0.034968705 0.169999917
## 354 0.85711137 -0.1420302366 0.80136258 -0.273635185 0.333420748
## 355 0.80867410 -0.2590571812 0.79293367 -0.282481163 0.397318150
## 356 0.69025492 -0.6718604245 0.67360659 -0.677641791 0.825379183
## 357 0.49853981 -1.1064198720 0.49836634 -1.122405577 1.086165827
## 358 1.02063943 0.2055234211 1.09562343 0.352629055 0.170774185
## 359 1.07217750 0.3073269047 1.07693014 0.316580527 -0.190233234
## 360 1.28281018 0.7635178201 1.25339191 0.705595485 -0.929287029
## 361 0.72782087 -0.4555839775 0.64386975 -0.655599373 0.726282232
## 362 0.26397550 -2.1045603500 0.24709477 -2.242609646 1.507387375
## 363 0.26992500 -0.7950018637 0.36271258 -0.736817584 1.355235135
## 364 0.51604855 -1.4754494848 0.47634920 -1.683618507 0.165409178
## 365 0.24546329 -2.1658993012 0.22630581 -2.203498949 1.719433821
## 366 2.93407544 2.8068284364 3.16874528 3.061197646 -3.702937390
## 367 0.53126568 -1.0984665640 0.53692479 -1.036014981 1.062200800
## 368 0.38462004 -1.5351671340 0.38781323 -1.475630387 1.230858917
## 369 0.76225882 -0.5851211779 0.74025176 -0.665899053 0.325845685
## 370 0.63677758 -0.7727866465 0.62799811 -0.817263321 0.153773255
## 371 0.84421086 -0.1874724220 0.93747941 0.018616662 0.477135903
## 372 0.21327328 -2.4131130939 0.24867681 -2.141225799 1.862656236
## 373 1.18193599 0.5188648909 1.25357972 0.656762305 -1.030068357
## 374 0.42700307 -1.4606930474 0.47652300 -1.228921299 1.279877438
## 375 0.73862210 -0.4764568687 0.69218446 -0.619324983 0.204020509
## 376 0.64089928 -0.6840487536 0.66500521 -0.630300868 0.708457839
## 377 0.24038204 -2.2740824304 0.23422220 -2.359700327 1.472481413
## 378 0.75504575 -0.4917825747 0.82163270 -0.279876874 0.501334975
## 379 0.88254746 -0.0893669844 0.90285637 -0.035890275 0.551904664
## 380 0.49213837 -1.1317226346 0.53179727 -1.022170872 0.790009295
## 381 0.66985213 -0.5987177437 0.71531839 -0.471609348 0.472192484
## 382 1.81665002 1.5093617860 1.43742919 0.951248874 -0.701133752
## 383 0.44674226 -1.3116343800 0.43768502 -1.300209780 1.142813031
## 384 0.33395996 -2.0391685783 0.31726279 -2.007631925 1.478665792
## 385 0.55622732 -0.9733397475 0.59857313 -0.811126711 0.913479951
## 386 1.17702932 0.5762526463 1.30345070 0.884736448 -0.249498694
## 387 0.43802144 -1.3192343325 0.47576913 -1.155046409 1.193200678
## 388 0.16830188 -2.5690592486 0.15340592 -2.635632464 1.745065959
## 389 0.88892298 -0.1343861684 0.92975707 -0.015517349 0.350348769
## 390 1.42876116 0.9940103402 1.41221899 0.942436326 -1.032419691
## 391 0.13090773 -3.0281610255 0.13025113 -2.935337717 1.960832454
## 392 0.41184789 -1.4100369507 0.40142415 -1.412431179 1.144347839
## 393 0.81428952 -0.2706098575 0.88525919 -0.088803426 0.465641103
## 394 0.55452070 -0.9525298507 0.50210260 -1.146028778 0.931258137
## 395 1.41776124 0.9202051134 1.34555290 0.806658716 -1.046891771
## 396 1.09768434 0.3596997016 1.24999265 0.649478342 -0.315523049
## 397 0.58338822 -1.0460931025 0.49057363 -1.298343348 1.206031650
## 398 0.56149677 -0.9020816313 0.50430268 -1.075834264 0.976270040
## 399 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 400 0.27629097 -2.0008534029 0.25731278 -2.035531284 1.644390247
## 401 2.21005003 2.0612874431 2.29503836 2.201262797 -2.128294154
## 402 0.96450194 0.0794811336 0.89097166 -0.074089272 -0.066111965
## 403 1.16069090 0.4767231737 1.29767831 0.713549212 -0.597379911
## 404 0.57075706 -0.9574128423 0.57932403 -0.893007230 0.877612034
## 405 0.73182833 -0.4863992391 0.71634507 -0.543605982 0.403792375
## 406 1.75239669 1.4994097789 1.74787780 1.513762816 -1.867194351
## 407 0.50049450 -1.3803420624 0.50621553 -1.365466806 1.066680106
## 408 3.16642794 3.1479685908 3.18298428 3.083745327 -4.376522154
## 409 0.87526780 -0.1131197554 0.89929675 -0.065975070 0.417379985
## 410 0.64233206 -0.6723577018 0.64313723 -0.660509330 0.718918658
## 411 1.29416815 0.7127944462 1.15905748 0.469639563 -0.632529453
## 412 0.72359786 -0.4790638593 0.81773325 -0.230512170 0.638292932
## 413 0.50046763 -1.1423208792 0.43955879 -1.308548857 1.104725317
## 414 0.50423312 -1.0812082033 0.54104412 -0.950504917 0.917934967
## 415 0.72022577 -0.4740487305 0.81147706 -0.238638195 0.457660686
## 416 0.48726778 -1.3320789490 0.54068899 -1.080743674 1.130200958
## 417 4.81070737 5.7096673135 5.18009910 6.096281511 -14.224719296
## 418 1.03392773 0.2192471509 1.17471330 0.523560697 -0.102483260
## 419 0.35636817 -1.7128070623 0.39039420 -1.518054584 1.462066791
## 420 1.08206150 0.3264254588 0.98259081 0.127432070 0.125006695
## 421 1.09171067 0.3453356665 1.21094529 0.563921331 -0.265730859
## 422 1.21006593 0.5668720336 1.18659658 0.519632428 -0.555919346
## 423 0.29685624 -1.8806784248 0.27291662 -1.947749204 1.513843449
## 424 0.43988810 -1.4421971507 0.42679052 -1.433506274 1.349757475
## 425 0.57025522 -0.8762486760 0.55430702 -0.915225571 0.762004577
## 426 0.61916264 -0.7980000630 0.63673000 -0.715511617 0.921604161
## 427 0.94585475 0.0505715201 1.10397743 0.367895558 0.186535877
## 428 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 429 0.79053400 -0.3195554417 0.91402314 -0.019498968 0.439698305
## 430 1.31454505 0.7459419797 1.35045861 0.807031513 -0.793537686
## 431 0.53423914 -1.2221699902 0.46128097 -1.409609320 1.155377912
## 432 0.32478773 -1.7886268874 0.30615465 -1.912710712 1.385450587
## 433 1.04178942 0.2425712358 1.27691917 0.696971559 -0.193329476
## 434 1.17809565 0.5278366543 1.21090881 0.583022841 -0.392605363
## 435 0.52809600 -1.2230322706 0.37782860 -1.729762391 1.242257514
## 436 0.20399221 -2.6371772321 0.25990948 -2.207760305 1.769873480
## 437 0.45997621 -1.2322212740 0.43131693 -1.346968558 1.016490466
## 438 1.01560314 0.1786383149 0.98650371 0.118552292 -0.066426116
## 439 0.63262120 -0.7646189487 0.60458313 -0.813630365 0.755322402
## 440 0.28290092 -1.9851251176 0.27238493 -1.974595922 1.688800095
## 441 0.50198430 -1.1668201823 0.45658699 -1.278429588 1.142575465
## 442 0.46779827 -1.4529214839 0.51993955 -1.180738713 1.082467669
## 443 0.72265233 -0.5401032992 0.62065122 -0.798540462 0.708306649
## 444 1.17888728 0.5186440485 1.24704952 0.637772980 -0.571275062
## 445 1.35018611 0.8118354067 1.57168093 1.146755229 -0.467586735
## 446 2.51942971 2.5234952287 2.18645103 2.054236687 -2.958091519
## 447 0.70300630 -0.5858586128 0.65640653 -0.735673227 0.965393912
## 448 2.99919054 2.8781066936 2.92852590 2.757841598 -4.053158114
## 449 0.29752123 -1.9157844035 0.30264838 -1.833786976 1.612264233
## 450 0.40220711 -1.6932329916 0.37056100 -1.739371956 1.430566404
## 451 1.06865800 0.2992630189 1.34406922 0.820758191 0.081737574
## 452 0.11972124 -3.9553136043 0.12897665 -3.939052821 1.483240773
## 453 0.19856355 -2.4042012399 0.21778893 -2.329175133 1.623335014
## 454 0.18183000 -2.5112652432 0.18346764 -2.542883822 1.737346588
## 455 1.73698256 1.5971150053 1.58672900 1.284801652 -1.378100842
## 456 1.48670236 1.1244154868 1.60967218 1.293813738 -1.060893552
## 457 1.03257373 0.2263983963 1.14823996 0.452165353 -0.035104214
## 458 1.80824261 1.5041751138 1.58838545 1.169811000 -1.829470016
## 459 0.34097314 -1.1267084323 0.45708917 -0.946149071 1.226465584
## 460 0.39113766 -1.4905157234 0.36021644 -1.638526922 1.069685861
## 461 0.28210889 -1.9500227221 0.26374803 -1.992024223 1.624109469
## 462 0.36924023 -1.8601161740 0.33110328 -1.933137593 1.545660977
## 463 0.41380494 -1.7000393378 0.34805069 -1.883407034 1.359078034
## 464 0.90373485 -0.0430087861 0.94316191 0.038247879 -0.050071369
## 465 1.91436838 1.6516119962 2.07064946 1.820256184 -1.866522600
## 466 0.56728871 -0.9666499043 0.63422266 -0.730354146 0.859403930
## 467 0.93393501 0.0019080871 0.94639860 0.026142310 0.408431288
## 468 1.19653080 0.5766747265 1.30831608 0.780011767 -0.233194665
## 469 0.48288504 -1.1625130452 0.49133843 -1.153852381 1.051928432
## 470 0.94389914 0.0432886206 0.94188049 0.034214705 -0.104298720
## 471 1.57545538 1.2781807602 1.49367660 1.101490044 -1.215226824
## 472 2.39650835 2.5155490588 2.92269779 3.031403759 -2.996419053
## 473 1.23118147 0.6046283650 1.18617784 0.526059055 -0.777073254
## 474 1.12617633 0.4104061401 1.16309645 0.477322862 0.101672231
## 475 1.18152575 0.5132688597 1.33109767 0.768074421 -0.259216880
## 476 0.19630883 -2.7440470532 0.24203636 -2.343922970 1.788034110
## 477 0.52883789 -1.2333542140 0.48291359 -1.321836252 1.264838714
## 478 0.38358553 -1.5372851562 0.33821774 -1.671061007 1.296698183
## 479 1.22048381 0.5911574212 1.23011474 0.614613077 -0.396748211
## 480 0.30299215 -1.8385528976 0.35070177 -1.613081935 1.414686338
## 481 1.75452934 1.4795572630 1.93461313 1.695177981 -1.098383512
## 482 0.78999907 -0.3053731158 0.80014046 -0.266561908 0.453981567
## 483 0.64100866 -0.7772128267 0.71380252 -0.540306929 0.915122829
## 484 0.14944896 -2.7592647864 0.13962732 -2.890111479 1.823446396
## 485 0.15596162 -2.9862185545 0.17901703 -2.700189709 1.890336914
## 486 2.37141983 2.1971985536 2.28334282 2.079340257 -2.299348005
## 487 0.41814088 -1.3893973467 0.44898664 -1.300672106 1.206637709
## 488 1.87644859 1.7872133055 2.36865735 2.391126602 -1.798670469
## 489 0.65987601 -0.6385101778 0.65489720 -0.667790113 0.731921674
## 490 0.68493146 -0.6121113268 0.56063648 -0.942247308 0.666116540
## 491 1.07795164 0.3203466529 1.02742808 0.209770225 -0.227037111
## 492 1.01460471 0.1924385075 0.95144424 0.067100704 -0.237532737
## 493 1.39748177 0.9477434531 1.15128875 0.467190445 -0.632192080
## 494 0.31765262 -1.9268481983 0.28105172 -2.031151623 1.625452058
## 495 0.72528647 -0.4570141643 0.64922916 -0.641113921 0.712488093
## 496 0.48015209 -1.1907520607 0.49019786 -1.118708357 1.198576087
## 497 1.17746260 0.5394717083 1.33427116 0.832401467 -0.181872486
## 498 1.36448507 0.8291415719 1.61060415 1.211830115 -0.512549528
## 499 0.55400771 -0.9535182081 0.57878885 -0.900386934 0.786319645
## 500 0.55431331 -1.3518850799 0.58607070 -1.242420075 0.774361006
## 501 2.07976759 1.8572144925 2.25899941 2.043851303 -2.174923176
## 502 0.36192377 -1.6035224828 0.36625056 -1.546281054 1.315253759
## 503 0.57652773 -1.0699102495 0.51028226 -1.227354169 1.086299935
## 504 0.24006834 -2.4298072282 0.22663712 -2.545858658 1.821585268
## 505 0.66927208 -0.6632980892 0.70292614 -0.542638404 0.766006698
## 506 1.46576237 0.9989375403 1.29285340 0.704275792 -0.492543352
## 507 1.38241286 0.8966059622 1.84375020 1.588553065 -0.492578784
## 508 0.78942244 -0.3126569644 0.82203319 -0.244614422 0.627600120
## 509 1.58808069 1.1886426128 1.50417991 1.043909670 -1.293708897
## 510 1.10311236 0.3716724152 1.05539679 0.272049884 -0.321955011
## 511 0.39836550 -1.4509523159 0.34479116 -1.676119851 1.379964936
## 512 0.98149600 0.1262549548 1.12361495 0.404899592 0.120322431
## 513 0.81571278 -0.3158596579 0.74677316 -0.470838063 0.512354445
## 514 0.95896768 0.0789888168 0.78767865 -0.294473219 -0.252771464
## 515 1.31146705 0.7439028145 1.25728252 0.643412970 -0.746815886
## 516 2.22678175 2.0481893698 2.39249155 2.199693269 -1.841761465
## 517 0.56835287 -0.9110367255 0.61706834 -0.738825711 1.036315092
## 518 1.10203245 0.3659688675 1.19574222 0.549440913 -0.744781570
## 519 0.23166242 -2.3011204335 0.21726237 -2.307951403 1.719033964
## 520 0.24949524 -2.1487137012 0.23018509 -2.185810291 1.697552383
## 521 0.76081365 -0.4135099737 0.77038351 -0.367594766 0.613784181
## 522 0.69821901 -0.5482003945 0.73606205 -0.428750990 0.653305220
## 523 1.04075126 0.2443760830 0.96813576 0.095156659 0.129100004
## 524 0.45122398 -1.2767048526 0.44023409 -1.277184177 1.119496660
## 525 2.28962225 2.3598315924 2.44345018 2.464784977 -2.762455111
## 526 0.20399221 -2.6371772321 0.25990948 -2.207760305 1.769873480
## 527 0.08444617 -3.5824132216 0.07438292 -3.766751270 1.847825948
## 528 2.24529765 2.0517050700 1.76352697 1.421320847 -1.218242726
## 529 0.46112064 -1.2642481613 0.46488945 -1.209201178 1.232262616
## 530 0.52894048 -1.0133838397 0.57457136 -0.849016766 0.969451631
## 531 0.54534703 -1.1757073277 0.58566589 -0.967941951 0.922247073
## 532 1.77570657 1.4586079079 1.62854937 1.248233888 -0.796231151
## 533 0.45387756 -1.3149580150 0.40832920 -1.520109311 0.657187927
## 534 2.01971894 1.7792261000 1.94931069 1.665528938 -1.962765279
## 535 0.24908539 -2.1302972202 0.23940280 -2.121810546 1.683871007
## 536 0.25009972 -2.0999913841 0.25321608 -2.044251095 1.651185577
## 537 2.69086289 2.5477359679 3.09886286 2.962760450 -3.508107298
## 538 0.89972202 -0.0681886757 0.96930667 0.084146771 -0.047149200
## 539 0.99794291 0.1599640146 0.92529701 0.010185154 -0.029379842
## 540 1.35326049 0.8140434942 1.61577711 1.209683622 -0.325902703
## 541 0.45939679 -1.2871938204 0.41461837 -1.402364752 1.178408222
## 542 1.38004091 0.9650886756 1.34033443 0.889342210 -2.057721543
## 543 0.48877829 -1.1302402499 0.51462602 -1.033754909 0.955992694
## 544 1.11046343 0.4047746763 1.06320089 0.289151634 0.661241620
## 545 1.22974195 0.6536285482 1.33626217 0.840438933 -0.383684521
## 546 0.43731868 -1.5425966648 0.37494305 -1.717006978 1.305355935
## 547 0.66586616 -0.7351955784 0.58157041 -0.948760871 0.858673969
## 548 1.27668938 0.6811887849 1.22578981 0.589647980 -0.752458261
## 549 0.74103027 -0.6639859687 0.77197220 -0.573914630 0.323861800
## 550 0.28236814 -2.2917150876 0.26991381 -2.238608851 1.594597578
## 551 1.72498942 1.4502131408 1.72213394 1.411889846 -1.751976486
## 552 0.67156785 -0.4793325891 0.76145921 -0.310274815 0.687794470
## 553 0.27483168 -2.0928308505 0.19438155 -2.465896923 1.625559981
## 554 0.61754553 -0.7424125806 0.69507450 -0.521942989 0.656310410
## 555 0.36691895 -1.6223054157 0.30685641 -1.822915272 1.359985890
## 556 0.33595032 -1.3840501059 0.38788759 -1.305085623 1.283072352
## 557 0.54845087 -0.9881969730 0.57643594 -0.868068570 0.914334971
## 558 0.83863929 -0.2686015475 0.95924231 0.053069620 0.582019660
## 559 0.62754350 -0.7633894804 0.62779356 -0.731998509 0.910698018
## 560 0.42793100 -1.4248122359 0.45619444 -1.352685715 1.084166344
## 561 0.31677351 -1.9966432335 0.35271260 -1.753846276 1.586827953
## 562 1.32397884 0.7690230240 1.51408251 1.061719066 -0.576048766
## 563 2.26338154 2.4249304757 2.25533332 2.424051618 -3.702660907
## 564 1.74860726 1.4536065942 1.63127116 1.252671743 -1.816854475
## 565 0.61335610 -0.8058336584 0.57350754 -0.890841976 0.822440039
## 566 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 567 1.46706420 1.0380279665 1.48818377 1.050661064 -1.021253310
## 568 0.19375130 -2.5757433609 0.21354721 -2.370370490 1.874656244
## 569 0.65054264 -0.6724575433 0.75090303 -0.388635219 0.774377227
## 570 0.16520479 -2.6228532988 0.14950813 -2.780093160 1.849078381
## 571 0.48466438 -1.3960182119 0.41953231 -1.563958003 1.179880507
## 572 0.57950836 -0.8564935227 0.59202431 -0.798241112 0.916809519
## 573 0.72326719 -0.4754253495 0.73410121 -0.428061779 0.516176673
## 574 1.09985709 0.3605287085 1.04724377 0.258795517 -0.578021730
## 575 0.76290018 -0.3808221855 0.72795601 -0.484748192 0.547289739
## 576 0.30299215 -1.8385528976 0.35070177 -1.613081935 1.414686338
## 577 1.91587304 1.6401561075 1.94343487 1.661218648 -2.128901529
## 578 1.01474370 0.1939357998 1.06288770 0.289352048 -0.342903856
## 579 0.12907769 -3.2060801112 0.15229342 -2.891026861 2.004378298
## 580 0.29338757 -1.9464143912 0.24374872 -2.128552416 1.562789927
## 581 0.98993002 0.1370834828 1.06926588 0.300662441 0.029515474
## 582 0.63005338 -0.7218080010 0.63493233 -0.725107573 0.523190047
## 583 1.46748093 1.0076515475 1.54081163 1.103278690 -0.772785780
## 584 1.17244598 0.5318301849 1.19209265 0.559082743 -0.468121790
## 585 0.20242390 -2.3955843408 0.22826960 -2.289889872 1.656376411
## 586 0.59443208 -0.8444279269 0.73114004 -0.459986327 1.016560470
## 587 0.52962505 -1.0166612270 0.57029038 -0.910628544 0.896611985
## 588 0.62729432 -0.7193394980 0.50637636 -1.054611823 0.567397240
## 589 0.78192954 -0.3525810054 0.64876800 -0.681144866 0.510315086
## 590 0.89417836 -0.1038313107 0.88053570 -0.120876378 0.251629566
## 591 0.86044535 -0.2140493188 0.66205698 -0.732826315 0.353645654
## 592 0.27483168 -2.0928308505 0.19438155 -2.465896923 1.625559981
## 593 0.54901266 -0.9550091674 0.63011029 -0.717557592 1.071962421
## 594 0.49957679 -1.3490119588 0.46190933 -1.405334507 1.215573776
## 595 1.25702148 0.6871579771 1.55779714 1.201085548 -0.238166705
## 596 0.88660961 -0.0790462591 0.93427246 0.031283426 0.123282749
## 597 0.63620974 -0.7093792049 0.70905211 -0.491218374 0.769433291
## 598 0.37597165 -1.5918567229 0.34952542 -1.646031215 1.444818307
## 599 0.31870908 -1.7716783399 0.34159512 -1.646794441 1.436503059
## 600 0.19069379 -2.6996506358 0.18641283 -2.773057123 1.697612077
## 601 0.37346039 -1.5714801528 0.35422118 -1.601274297 1.295375405
## 602 0.70438319 -0.5102148434 0.63772422 -0.672135781 0.478090888
## 603 0.80519695 -0.2613663846 0.90789371 -0.025150039 0.638489730
## 604 0.29739756 -2.1896508401 0.29833830 -2.075704725 1.677813849
## 605 1.31489326 0.7521213991 1.26244640 0.653078810 -0.676614950
## 606 0.62055377 -0.7379638236 0.67553089 -0.571093198 0.740020404
## 607 0.29795316 -1.9611252211 0.29703836 -1.901102443 1.482724159
## 608 1.62880325 1.2424045435 1.43532789 0.936990192 -0.931912906
## 609 0.93304163 0.0236572124 1.02495043 0.215830010 0.238512554
## 610 0.19517192 -2.4008562712 0.22221338 -2.259182319 1.743295717
## 611 0.40634860 -1.1639424138 0.51113443 -0.927627572 1.160835251
## 612 0.24757532 -2.7320673737 0.24567220 -2.754505472 1.390323020
## 613 0.49875259 -1.1012352120 0.56326179 -0.882254170 1.009850173
## 614 0.96532268 0.0539738261 1.03245702 0.219334117 0.321535823
## 615 0.32023775 -1.2056072787 0.41534306 -1.075403401 1.303398070
## 616 1.21556037 0.6083385322 1.26408829 0.688636034 -0.497341505
## 617 0.21017368 -2.4093490629 0.20734073 -2.481042816 1.543589615
## 618 0.31511624 -2.0758963004 0.29551710 -2.072912189 1.550147650
## 619 0.29897536 -1.8570033772 0.30064185 -1.825530162 1.394126844
## 620 1.15916633 0.4793808032 1.20621973 0.562021270 -0.301665851
## 621 2.79203474 2.6794326176 2.94405491 2.777091114 -3.283064596
## 622 0.54389786 -0.9551744458 0.46893111 -1.186155360 0.945416873
## 623 0.28050119 -2.1942144767 0.29034887 -2.053756776 1.714002557
## 624 0.78177318 -0.3204496769 0.86182505 -0.139022100 0.404421351
## 625 0.67144887 -0.7595057400 0.70121444 -0.617990113 0.814428128
## 626 4.42470566 5.3917210547 4.32545444 5.341805070 -12.037191245
## 627 1.89056158 1.7046534434 1.78827698 1.516831976 -2.000033547
## 628 2.29683947 2.1116043828 1.92664176 1.656774605 -2.095926717
## 629 0.51963502 -1.2165645088 0.50325485 -1.291724442 1.163762228
## 630 0.27043870 -2.1968950541 0.34968879 -1.742974446 1.671969051
## 631 0.59101618 -0.8372611102 0.61932860 -0.774150958 0.522350298
## 632 1.67849878 1.3414732693 1.77350326 1.448529018 -1.674879783
## 633 0.38500846 -1.5897633831 0.36191809 -1.627720274 1.431088456
## 634 1.50309097 1.0525035510 1.35228978 0.803392570 -0.713391683
## 635 0.49760383 -1.1369750390 0.48190434 -1.149732089 1.203825107
## 636 2.08334155 1.8529607836 1.91607410 1.630541535 -1.958252017
## 637 1.86392603 1.6833351375 1.75593512 1.541796235 -1.792104455
## 638 1.11733008 0.4014788321 1.04834834 0.257267322 -0.175283133
## 639 0.67921464 -0.7230466098 0.57938104 -0.982213485 0.734779003
## 640 0.34056588 -1.7919873323 0.40067857 -1.486867275 1.561164679
## 641 1.18336737 0.5427174178 1.25896004 0.678800578 -0.346143259
## 642 1.84510397 1.6426141522 1.79345338 1.527029951 -1.905110001
## 643 1.36383305 0.9062865897 1.51776014 1.149032911 -0.924965536
## 644 0.52885700 -1.0205486086 0.55779711 -0.950869592 1.220327898
## 645 0.59284924 -0.8126472751 0.62363667 -0.711441788 0.669540364
## 646 1.90463921 1.7077147159 1.70511228 1.383883865 -1.944576358
## 647 0.60336672 -0.7984599925 0.65256599 -0.635821390 0.968131649
## 648 1.53094612 1.0943645490 1.27623233 0.676697921 -1.155146929
## 649 0.46020622 -1.2877407180 0.41959774 -1.387431254 1.124220976
## 650 0.29909737 -1.8601176370 0.33612860 -1.711278236 1.405705382
## 651 3.61260850 3.4900151994 3.83182625 3.592862330 -4.287638351
## 652 0.46870199 -1.2608674262 0.44426576 -1.301624605 1.124513895
## 653 0.72505283 -0.5874262713 0.65367723 -0.751922762 0.656369062
## 654 1.18813477 0.5402671459 1.12727554 0.416239981 -0.383167972
## 655 0.68803023 -0.7031465054 0.62562182 -0.841207794 1.015755003
## 656 0.59924728 -0.8792163033 0.63150501 -0.747404575 0.840878227
## 657 0.47467077 -1.1911330342 0.48388438 -1.128014310 1.055995023
## 658 4.92632264 4.8953928530 5.34033403 5.032056013 -7.363617138
## 659 0.48983347 -1.2146505041 0.58915163 -0.855635306 1.039001168
## 660 0.08383559 -3.5904149780 0.10533944 -3.238957944 2.152658349
## 661 0.28267263 -2.0121148777 0.29984307 -1.868058896 1.477861064
## 662 0.64765604 -0.6654755233 0.57760337 -0.839984391 0.825464972
## 663 0.75147643 -0.4504869568 0.76539699 -0.425266822 0.452315472
## 664 1.22459462 0.6188728525 1.29204167 0.733066547 -0.460013555
## 665 0.88272823 -0.1330780139 0.83389731 -0.235162757 0.369637107
## 666 0.29125398 -1.9214335225 0.28534846 -1.985200304 1.408785303
## 667 3.08182463 2.9448778184 3.38133276 3.242609729 -4.873514266
## 668 0.23321425 -2.3991524205 0.23312401 -2.443470009 1.613110278
## 669 0.51502642 -1.2930864388 0.46345316 -1.401228122 1.213004016
## 670 0.42957751 -1.3320280258 0.43483035 -1.299491005 1.064964879
## 671 0.78330776 -0.4179475912 0.68270674 -0.664087027 0.507014345
## 672 0.63602908 -0.6132909921 0.84230440 -0.151613643 0.900763134
## 673 0.34580388 -1.8393830642 0.39988795 -1.542720683 1.369927302
## 674 0.59443243 -0.9588248504 0.62375393 -0.819132129 1.202136073
## 675 0.21286279 -2.5262559842 0.22495091 -2.496589902 1.512825936
## 676 0.99908997 0.1611522040 1.02769502 0.217941515 -0.082549241
## 677 0.67669131 -0.5843910625 0.59999158 -0.806793795 0.505248197
## 678 2.63450742 2.5315796356 2.87860570 2.726185652 -2.811327493
## 679 1.40647742 0.9046607040 1.59061912 1.174251249 -1.156434456
## 680 0.22194510 -2.3604383702 0.23223686 -2.227694826 1.847018296
## 681 0.91917107 -0.0432086946 0.78856940 -0.348622036 0.294718844
## 682 0.54800350 -1.0786832933 0.46252567 -1.330600014 0.998990928
## 683 0.19630883 -2.7440470532 0.24203636 -2.343922970 1.788034110
## 684 0.51521635 -0.9650923974 0.52491205 -0.967780501 1.043821871
## 685 2.64154772 2.7909318590 2.43541992 2.443735782 -2.834807564
## 686 0.97584480 0.1133466228 0.85429626 -0.141410537 -0.016756147
## 687 0.33395996 -2.0391685783 0.31726279 -2.007631925 1.478665792
## 688 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 689 1.23841093 0.6690592948 1.37103990 0.902363597 -0.519375136
## 690 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 691 0.48862078 -1.1541295915 0.50036103 -1.080050137 1.028619228
## 692 0.32057009 -1.8743181754 0.30921070 -1.862182742 1.545219900
## 693 0.74282429 -0.4250554803 0.80106821 -0.266374907 0.625016239
## 694 0.33436197 -1.8990779755 0.24221342 -2.297780864 1.523439605
## 695 0.87136951 -0.1154832950 0.71349893 -0.476488416 0.453727445
## 696 2.37299487 2.5286193571 2.06620514 2.008962216 -2.872561663
## 697 0.22194510 -2.3604383702 0.23223686 -2.227694826 1.847018296
## 698 0.49714134 -1.1198679077 0.45944009 -1.210630317 1.076637581
## 699 0.23798504 -2.1657548961 0.22252214 -2.204220323 1.657767690
## 700 0.26566427 -2.1272731433 0.27873807 -1.993390519 1.670757297
## 701 1.47058097 1.0124749132 1.58268935 1.165913769 -1.236929512
## 702 0.49326080 -1.1146423870 0.42258448 -1.345809911 1.146737635
## 703 0.32809674 -1.7636989087 0.29197745 -1.870753583 1.500805250
## 704 0.48246447 -1.3230971439 0.53359246 -1.158613321 1.086059488
## 705 1.47975260 1.0859616639 1.49785901 1.129016419 -1.170166973
## 706 3.87436756 3.6989777163 3.91725128 3.650492226 -6.470152661
## 707 1.49622665 1.0730909528 1.67298677 1.320506321 -1.244045321
## 708 0.61503288 -0.7481244065 0.54864681 -0.944767036 0.539799553
## 709 0.27434416 -2.1365930602 0.32407963 -1.826574651 1.606029396
## 710 0.72345043 -0.4835172211 0.86170072 -0.132337666 0.574478990
## 711 0.36936608 -1.6597689652 0.37174656 -1.688162058 1.108148707
## 712 1.76003525 1.5335395560 1.71862517 1.430755046 -1.548615601
## 713 1.40231131 0.9012341059 1.28123552 0.701840879 -0.918384752
## 714 1.48959334 1.0600081852 1.40631458 0.915892954 -0.575259325
## 715 0.14686874 -3.0429212166 0.17616980 -2.708496472 1.999671465
## 716 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 717 0.18974919 -2.4329818817 0.16959147 -2.524213773 1.674711850
## 718 1.70935250 1.5192947777 1.64473556 1.361561762 -1.747051064
## 719 0.36103656 -1.6322371288 0.30719048 -1.808243626 1.318966381
## 720 9.65533743 7.2450944605 9.37761029 6.933400844 -13.344285169
## 721 0.36414660 -1.6073297690 0.35047323 -1.695752808 1.283692631
## 722 1.16850995 0.5231786670 1.38437740 0.929951151 -0.301904307
## 723 1.41448392 0.9895565974 1.78329659 1.561533243 -0.665845572
## 724 0.15578562 -2.8595108623 0.14573123 -2.995785457 1.633352297
## 725 0.69049677 -0.6528909655 0.63994801 -0.817420300 0.160719858
## 726 0.52038040 -1.1105996997 0.45879892 -1.297718038 1.126912353
## 727 1.46905791 0.9975032773 1.32314114 0.759207283 -0.636017855
## 728 0.65749170 -0.6357417690 0.68175677 -0.554950748 0.790120420
## 729 0.34481148 -2.0174695000 0.29350398 -2.149468770 1.495403999
## 730 0.64195106 -0.8292871623 0.56638209 -1.015718825 0.845379826
## 731 0.52281858 -1.0530294314 0.53207142 -0.988284242 0.944442095
## 732 0.64319909 -0.6958959592 0.55188008 -0.930458393 0.792268444
## 733 1.09369109 0.3497027128 1.04722527 0.255117860 -0.678397064
## 734 1.13276925 0.4358096437 1.04744390 0.254614289 -0.388058400
## 735 2.09041096 1.8798125017 2.12023806 1.881306304 -2.373547384
## 736 0.03196126 -4.3283125379 0.03353873 -4.151413290 2.231807707
## 737 0.81476236 -0.2562009308 0.91801469 -0.024383111 0.705726519
## 738 0.30095492 -1.8886583580 0.26328835 -2.009548399 1.544895145
## 739 0.37171298 -1.5968093822 0.37109898 -1.548473208 1.395733461
## 740 0.94871039 0.0575132170 1.01287855 0.189079185 0.263040707
## 741 1.09137751 0.3492011023 1.17536849 0.518038095 -0.253809849
## 742 0.20399221 -2.6371772321 0.25990948 -2.207760305 1.769873480
## 743 0.12907769 -3.2060801112 0.15229342 -2.891026861 2.004378298
## 744 1.05138387 0.2666874682 0.99846585 0.162640059 -0.200489717
## 745 0.13090773 -3.0281610255 0.13025113 -2.935337717 1.960832454
## 746 0.89309560 -0.0776861560 1.02732511 0.217640636 0.275808066
## 747 0.98166407 0.0963139547 0.89638660 -0.095745107 0.150049012
## 748 0.50482742 -1.0956424022 0.56203029 -0.887802926 1.099703027
## 749 0.80085068 -0.3757140580 0.85330867 -0.206029996 0.500181834
## 750 1.11287883 0.3939179287 1.30567510 0.763643961 -0.052233288
## 751 0.57338914 -0.8700393407 0.59885063 -0.780032369 0.828216587
## 752 0.77561309 -0.3308267112 0.86043224 -0.130153581 0.548354495
## 753 2.63504491 2.5026424490 2.43469621 2.305068856 -2.420502092
## 754 0.22740622 -2.3565711069 0.22356973 -2.430726655 1.667403609
## 755 0.86214705 -0.1329270576 0.77173195 -0.331596812 0.293840238
## 756 0.78684550 -0.3829452676 0.76177842 -0.423596647 0.391571928
## 757 0.85187355 -0.1542810006 0.90826935 -0.023952748 0.129771747
## 758 0.28491012 -1.9902217132 0.27648989 -1.967747710 1.559652976
## 759 1.33689894 0.7975895425 1.32041220 0.777902093 -0.850719874
## 760 0.81402895 -0.3392152921 0.84857337 -0.218010839 0.662524616
## 761 1.20785162 0.5651570661 1.27492172 0.676418229 -0.602125109
## 762 0.12907769 -3.2060801112 0.15229342 -2.891026861 2.004378298
## 763 1.11026067 0.3865512871 1.13287512 0.435218826 -0.539186324
## 764 0.24730219 -2.1536002658 0.22635457 -2.313151634 1.532785208
## 765 0.29331130 -1.9553669817 0.29995960 -1.862780367 1.661483136
## 766 1.26480466 0.6621257754 1.42505410 0.920168986 -0.526892737
## 767 1.52387221 1.0852431187 1.67797853 1.299552262 -0.955201764
## 768 0.87132189 -0.1834030232 0.94834912 0.026948552 0.389223799
## 769 0.61077049 -0.7873010895 0.55512852 -0.919788312 0.777098612
## 770 0.50151875 -1.1120846470 0.58998383 -0.857694610 1.134908641
## 771 0.71181446 -0.6004491994 0.75668447 -0.480356274 0.595669347
## 772 1.72252372 1.4550611623 1.82536270 1.568272782 -1.532523548
## 773 0.97513625 0.1090928515 1.10214978 0.366488720 0.112961030
## 774 1.39587978 0.9824704220 1.24273074 0.658538327 -0.599320939
## 775 0.32479683 -1.8143912476 0.32104127 -1.772200950 1.551657419
## 776 0.77378942 -0.4533885459 0.84622412 -0.224691777 0.597516693
## 777 0.88733285 -0.0742651813 0.85491593 -0.147848457 0.571848725
## 778 1.00764839 0.1760792494 0.98464755 0.133244904 -0.143773686
## 779 0.98756812 0.1184169456 0.99116043 0.133100849 0.175146163
## 780 0.61569627 -0.7887610294 0.67394391 -0.597562711 0.736962313
## 781 0.51069897 -1.1070717462 0.54027209 -0.975132967 1.048038330
## 782 2.74320394 2.7928785866 2.35329561 2.284594619 -2.123272711
## 783 0.57484591 -0.8626396987 0.60396530 -0.771545199 0.820872266
## 784 0.87036821 -0.0101253130 0.78630943 -0.212459643 0.616791371
## 785 1.45903104 0.9974438506 1.47052285 0.997948651 -1.199612645
## 786 1.27271574 0.7145477299 1.18000930 0.523452343 -0.671209525
## 787 0.75315140 -0.3945371667 0.86743488 -0.113307235 0.504945399
## 788 1.50950610 1.1577638187 1.63226170 1.323869101 -1.092399974
## 789 1.92991601 1.6603069892 2.18529308 1.991873231 -1.980414194
## 790 1.24513037 0.6280761664 1.25950796 0.647153271 -0.751286919
## 791 1.35972552 0.8230215183 1.35125723 0.812639770 -0.677551491
## 792 0.38293567 -1.8318842806 0.29749100 -2.124306445 1.406319504
## 793 2.84440724 2.7456546737 2.62594329 2.460702178 -3.145004888
## 794 0.57219299 -0.9689253879 0.72251679 -0.499425060 0.909912304
## 795 1.14013713 0.4450011941 1.02762844 0.215686405 -0.299889683
## 796 0.50560193 -1.0759275239 0.56456675 -0.896670910 0.948752879
## 797 0.70571258 -0.5241662928 0.76109136 -0.395558313 0.531507990
## 798 2.01259914 1.7636557389 1.96972216 1.703152717 -1.930568590
## 799 3.72465573 3.5920573635 4.06116373 3.782325792 -4.435953219
## 800 0.79607600 -0.2820200669 0.88474171 -0.076469961 0.409049477
## 801 0.69548983 -0.5313405016 0.74938204 -0.387511336 0.647651799
## 802 0.44635986 -1.3986915538 0.47184388 -1.254150092 1.239422343
## 803 2.59850000 2.5194628976 1.96832087 1.714765802 -2.499029502
## 804 0.77197685 -0.4334149256 0.86007863 -0.177596658 0.472338287
## 805 2.57450262 2.4215782113 2.81929620 2.669946512 -2.996280118
## 806 0.36333310 -1.5848394392 0.36845790 -1.539754034 1.350643568
## 807 1.12460252 0.4222572394 1.22953495 0.626710236 -0.278477847
## 808 0.57015532 -0.8768672878 0.65819834 -0.621091657 0.821058840
## 809 0.34970711 -1.7150074787 0.36114077 -1.611751206 1.501174505
## 810 0.64343093 -0.6787410058 0.65536216 -0.659378860 0.518214138
## 811 0.34697451 -1.6585001445 0.32354687 -1.719676908 1.355773562
## 812 0.48318067 -1.3531321108 0.43902574 -1.451472638 1.301842049
## 813 3.36323324 3.2773246664 3.33196831 3.304187788 -5.329256186
## 814 2.15184952 2.0175984051 2.32283570 2.268793397 -2.264166320
## 815 0.69380820 -0.5506020517 0.58045581 -0.837905535 0.574903292
## 816 1.08264401 0.3309563124 1.19374178 0.557917087 -0.197850288
## 817 0.87475763 -0.1621234195 0.84033800 -0.228139867 0.309732047
## 818 0.95467656 0.0641812711 0.83007798 -0.201818286 0.020424855
## 819 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 820 0.24355081 -2.1269688900 0.28366702 -1.902270409 1.588846263
## 821 0.31175931 -1.8687605966 0.27860896 -1.961916686 1.492088005
## 822 0.74695580 -0.4004077301 0.76392757 -0.356842509 0.342755421
## 823 0.32573373 -1.7843700957 0.29162588 -1.880821762 1.477414208
## 824 1.61628974 1.2496217271 1.51545303 1.072192964 -1.397774863
## 825 0.53706505 -0.9764622248 0.46690466 -1.202346703 0.974211817
## 826 0.34480753 -1.6606253968 0.33262970 -1.684111043 1.296781448
## 827 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 828 0.38784860 -1.9627283103 0.38431257 -1.987566508 0.770471965
## 829 0.24038204 -2.2740824304 0.23422220 -2.359700327 1.472481413
## 830 0.53529882 -1.2117581793 0.58631601 -0.965695752 0.992702239
## 831 0.95340321 0.0679279457 0.79157478 -0.292627697 0.200751261
## 832 2.01545780 1.8155634095 2.13025372 1.996312184 -3.144669290
## 833 1.48828394 1.0335788986 1.50235866 1.064863078 -1.157662913
## 834 1.54614129 1.1203859478 1.52662551 1.077381984 -1.504179174
## 835 0.64922866 -0.7762197929 0.60837617 -0.856567392 0.720895908
## 836 0.96397685 0.0678045310 1.02814597 0.214690693 0.137233435
## 837 0.55973859 -0.9111056189 0.48133011 -1.136138706 0.904298964
## 838 0.96772323 0.0673562486 0.93867374 0.010224131 0.099971210
## 839 0.57417570 -0.8838848245 0.57365389 -0.855964038 0.945547501
## 840 0.64146181 -0.6739559897 0.59076266 -0.810298757 0.603071262
## 841 0.79725075 -0.2984254923 0.86170234 -0.132684789 0.468248803
## 842 0.87940711 -0.1121443506 0.86878759 -0.145753863 0.091393091
## 843 1.03473689 0.2276752016 0.92895075 0.003557106 -0.082974163
## 844 0.83154247 -0.2017981456 0.81971338 -0.234413967 0.234608866
## 845 0.94479238 0.0467390315 0.98357091 0.132819666 0.104932044
## 846 0.21315454 -2.6777891051 0.24717113 -2.345540170 1.728177020
## 847 0.20350242 -2.4316045116 0.18864009 -2.446783731 1.843362451
## 848 0.95364639 0.0684053583 0.86205615 -0.126314658 0.532927545
## 849 0.93667070 0.0024336954 0.98585660 0.122732935 0.181711405
## 850 0.35789062 -1.6623343014 0.38095136 -1.517542357 1.452071175
## 851 1.41259685 0.9933517303 1.44170666 1.054089016 -1.649854321
## 852 0.99063058 0.1428018626 1.12175619 0.401225252 0.424219279
## 853 1.15170937 0.4583362484 0.96855729 0.102413753 -0.275403184
## 854 1.33526624 0.7869940458 1.84568075 1.561228579 -0.313853466
## 855 0.69512305 -0.6525928704 0.75463440 -0.448155647 0.755890462
## 856 0.55696782 -1.0648022846 0.50173685 -1.203257343 0.990008635
## 857 0.36098352 -1.5907418783 0.35812599 -1.587904439 1.189884700
## 858 1.84390719 1.5459850702 1.93446244 1.675405519 -1.771110555
## 859 0.36845587 -1.5631878318 0.42504963 -1.330479712 1.341543402
## 860 1.26354400 0.7685894592 1.23915189 0.723239815 0.449011893
## 861 0.19335616 -2.5391828341 0.17405041 -2.725565997 1.628073167
## 862 2.08980005 1.9214946408 2.29216336 2.211994446 -2.113634608
## 863 0.65460961 -0.7253080220 0.64027901 -0.784708320 0.512854758
## 864 0.19709451 -2.5461979977 0.21736854 -2.341313098 1.748069199
## 865 1.15652443 0.4926283636 1.10187075 0.369938138 -0.430568949
## 866 0.93349685 -0.0243734183 0.94676309 0.022888345 0.357219461
## 867 0.80697449 -0.2650311685 0.77075454 -0.363403442 0.155637958
## 868 1.27448263 0.7238220255 1.01396588 0.181774195 -0.107374839
## 869 1.07813718 0.3192705674 1.35410140 0.843545698 0.055612897
## 870 0.66269677 -0.6187739395 0.74988768 -0.385113539 0.649371552
## 871 2.94640049 2.8137756431 2.56163585 2.383076448 -4.137690578
## 872 0.52910194 -1.0522435551 0.49986439 -1.177512274 0.893944766
## 873 0.54732128 -1.1710085650 0.51415894 -1.211976543 0.963594582
## 874 0.16976204 -2.5656699923 0.16771324 -2.533210582 1.790380036
## 875 0.29879207 -1.9282203750 0.26915557 -2.007139712 1.544000368
## 876 1.23409661 0.6221285456 1.19571541 0.554697890 -0.513561230
## 877 0.71422218 -0.4851147067 0.76947197 -0.337357781 0.340552430
## 878 0.36691213 -1.6416500200 0.28297383 -1.953050923 1.385908084
## 879 0.73041887 -0.4585298357 0.62699286 -0.709444981 0.331271607
## 880 0.89938514 -0.1004762859 0.89897682 -0.084746228 0.225261626
## 881 0.66020894 -0.3837508474 0.71909729 -0.335992252 0.790412341
## 882 0.52726392 -1.0506789817 0.57547494 -0.866936616 1.011282541
## 883 0.74635696 -0.5233589980 0.64463583 -0.777642993 0.589981864
## 884 1.19969525 0.5865744882 1.38022453 0.917174665 -0.553948670
## 885 0.93953141 0.0073251709 0.83809645 -0.221384056 0.079682387
## 886 0.44284568 -1.3353018158 0.47131461 -1.192673396 1.310092141
## 887 10.74509072 8.8294372036 7.15739180 6.482902536 -12.832710308
## 888 0.46792958 -1.5979954985 0.42124712 -1.811475186 0.680001322
## 889 0.63006611 -0.8651550648 0.67108336 -0.689926845 0.840358893
## 890 0.27660828 -2.0504679245 0.21280983 -2.320741910 1.647761843
## 891 1.13149241 0.4253181292 1.32234892 0.790370335 0.407739315
## 892 0.71655721 -0.5760330705 0.59300576 -0.902814306 0.755667285
## 893 1.59930681 1.3869746999 1.56456841 1.328463043 -1.115777601
## 894 1.02306194 0.1989015093 1.00123892 0.155379539 -0.143609470
## 895 0.34248321 -1.7822234873 0.41568235 -1.428918287 1.413738597
## 896 2.69362383 2.5540110495 2.59727879 2.463938794 -3.872443942
## 897 1.94171350 1.6999622242 1.84221106 1.533629929 -2.006916332
## 898 0.43346069 -1.5276504710 0.47805869 -1.289649790 1.198191291
## 899 1.00511516 0.1528308470 1.13705088 0.443864700 0.293345807
## 900 0.12907769 -3.2060801112 0.15229342 -2.891026861 2.004378298
## 901 0.53851429 -1.1146084280 0.49507627 -1.210107527 1.059814623
## 902 0.69827089 -0.6378425923 0.69343825 -0.661769000 0.535375934
## 903 0.54224618 -0.9802960112 0.47273003 -1.230820081 1.296359124
## 904 1.06116335 0.2843268393 1.21320186 0.577689555 -0.072397116
## 905 0.42266903 -1.5192697517 0.43603674 -1.493585720 1.082247049
## 906 0.84668140 -0.1669079874 0.84177142 -0.169515947 0.216226427
## 907 0.48995405 -1.1957554970 0.47281412 -1.235935012 1.121857323
## 908 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 909 7.26957115 6.5529869647 5.79337371 5.386165709 -8.830665141
## 910 0.71816184 -0.6757273636 0.71248896 -0.697166958 0.662076544
## 911 0.26653949 -2.0074547155 0.26937967 -1.980353176 1.510821301
## 912 0.48103530 -1.1556409750 0.49708747 -1.105347431 1.228775343
## 913 0.41209255 -1.5863657767 0.46605706 -1.314183451 1.206737080
## 914 0.96014702 0.0743241658 1.01966446 0.203280261 0.056128906
## 915 0.83362428 -0.2153161339 0.78192347 -0.354353446 0.019904580
## 916 0.48054879 -1.1918767015 0.46244052 -1.283332796 1.001368868
## 917 0.91192758 0.1204643543 1.22329366 0.533123502 0.818608462
## 918 0.46049312 -1.2519080307 0.54384074 -1.001153686 1.185161725
## 919 0.25830980 -2.0811748519 0.22118026 -2.218332356 1.617582719
## 920 1.24921424 0.6331912598 1.07955363 0.321631600 -1.018939618
## 921 1.23309568 0.6609028929 1.17264106 0.519348207 -0.664924954
## 922 1.16940866 0.5112487503 1.11622994 0.397184710 -0.570994702
## 923 0.80979581 -0.3422272092 0.69894925 -0.614545306 0.487669436
## 924 1.39485935 0.8790825179 1.32152779 0.754124853 -0.522284128
## 925 0.42673149 -1.6465252616 0.36726802 -1.797762914 1.408625522
## 926 0.75110406 -0.4795163043 0.73959449 -0.482186133 0.429522829
## 927 0.82063622 -0.3830668734 0.73728331 -0.649604415 0.859660972
## 928 0.89685704 -0.1157284267 0.87703072 -0.169963215 0.387067996
## 929 0.75418581 -0.3846815445 0.74378545 -0.399657857 0.346772751
## 930 0.19275233 -2.4350878692 0.17591936 -2.480658523 1.796241020
## 931 1.40320313 0.8925378508 1.22455607 0.589628752 -0.722843048
## 932 0.26613358 -2.4138653568 0.24271703 -2.413068215 1.602239575
## 933 0.32007916 -2.1163934221 0.29368755 -2.130776734 1.501260526
## 934 1.96468214 1.8581540449 1.96787148 1.805964149 -1.458878248
## 935 1.00352400 0.1884967200 0.97723425 0.131302714 0.197856249
## 936 0.84029570 -0.0617359909 0.77830775 -0.227251727 0.645504884
## 937 0.27972577 -1.0823338165 0.39400069 -0.987788381 1.332097182
## 938 1.39625333 0.9877891404 1.49138627 1.121329267 -0.673035617
## 939 0.95808422 0.0473567725 0.96998839 0.084212677 0.154385328
## 940 1.22229001 0.5863671782 1.11588949 0.391484377 -0.431614706
## 941 0.88763059 -0.0858627065 0.96726502 0.095986909 0.194072589
## 942 0.89017543 -0.0704349492 0.86775119 -0.121109589 0.258421549
## 943 1.10497223 0.3762589062 0.95732968 0.058945670 0.147998053
## 944 1.27402595 0.6833616271 1.19429262 0.534386287 -0.534000271
## 945 2.50139765 2.6633212341 2.77466546 2.876896442 -3.414751943
## 946 0.31147480 -1.8356773579 0.31133646 -1.782881557 1.550738999
## 947 0.78631805 -0.3106964271 0.92060125 -0.008772075 0.714306750
## 948 1.64182592 1.2738717776 1.58534679 1.203470761 -1.373235858
## 949 0.43306638 -1.8077263528 0.44115751 -1.780429894 0.261014393
## 950 0.93954151 0.0378010029 0.95817040 0.081014981 0.634672063
## 951 1.03271172 0.2391460548 1.00077133 0.174436233 0.149229394
## 952 0.18714553 -2.5604197831 0.16334268 -2.636682309 1.907594953
## 953 0.63166347 -0.7307205238 0.53125796 -0.996056207 0.785071874
## 954 0.20284618 -2.3601938918 0.18088409 -2.447952857 1.620684217
## 955 1.24634716 0.6687466329 1.28848086 0.733339661 -0.515053064
## 956 0.65809993 -0.7971520528 0.60647998 -0.901843833 0.948426782
## 957 0.76570686 -0.3248708048 0.81008022 -0.234639591 0.476430363
## 958 1.82180872 1.6299890040 1.82852766 1.594625031 -1.847587128
## 959 0.76130217 -0.3686378046 0.76166256 -0.374171711 0.503099976
## 960 0.45491464 -1.3077186482 0.48279840 -1.167413994 1.182408980#2
DGS_IRT_2 = mirt(data = DGS_7model_2,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -9462.830, Max-Change: 2.50589
Iteration: 2, Log-Lik: -9111.513, Max-Change: 1.21995
Iteration: 3, Log-Lik: -9044.249, Max-Change: 0.46137
Iteration: 4, Log-Lik: -9015.273, Max-Change: 0.31347
Iteration: 5, Log-Lik: -9003.147, Max-Change: 0.25868
Iteration: 6, Log-Lik: -8995.263, Max-Change: 0.16288
Iteration: 7, Log-Lik: -8991.072, Max-Change: 0.18362
Iteration: 8, Log-Lik: -8988.793, Max-Change: 0.08775
Iteration: 9, Log-Lik: -8987.334, Max-Change: 0.09590
Iteration: 10, Log-Lik: -8986.529, Max-Change: 0.12416
Iteration: 11, Log-Lik: -8985.636, Max-Change: 0.04194
Iteration: 12, Log-Lik: -8984.977, Max-Change: 0.03685
Iteration: 13, Log-Lik: -8984.137, Max-Change: 0.03953
Iteration: 14, Log-Lik: -8983.773, Max-Change: 0.02644
Iteration: 15, Log-Lik: -8983.475, Max-Change: 0.02320
Iteration: 16, Log-Lik: -8983.127, Max-Change: 0.01671
Iteration: 17, Log-Lik: -8982.942, Max-Change: 0.01515
Iteration: 18, Log-Lik: -8982.793, Max-Change: 0.01205
Iteration: 19, Log-Lik: -8982.511, Max-Change: 0.00799
Iteration: 20, Log-Lik: -8982.427, Max-Change: 0.01790
Iteration: 21, Log-Lik: -8982.357, Max-Change: 0.00774
Iteration: 22, Log-Lik: -8982.293, Max-Change: 0.00506
Iteration: 23, Log-Lik: -8982.244, Max-Change: 0.00616
Iteration: 24, Log-Lik: -8982.203, Max-Change: 0.00376
Iteration: 25, Log-Lik: -8982.135, Max-Change: 0.00748
Iteration: 26, Log-Lik: -8982.111, Max-Change: 0.00235
Iteration: 27, Log-Lik: -8982.092, Max-Change: 0.00379
Iteration: 28, Log-Lik: -8982.062, Max-Change: 0.00245
Iteration: 29, Log-Lik: -8982.050, Max-Change: 0.00208
Iteration: 30, Log-Lik: -8982.038, Max-Change: 0.00253
Iteration: 31, Log-Lik: -8982.026, Max-Change: 0.00230
Iteration: 32, Log-Lik: -8982.018, Max-Change: 0.00209
Iteration: 33, Log-Lik: -8982.012, Max-Change: 0.00160
Iteration: 34, Log-Lik: -8982.007, Max-Change: 0.00209
Iteration: 35, Log-Lik: -8982.002, Max-Change: 0.00102
Iteration: 36, Log-Lik: -8981.999, Max-Change: 0.00116
Iteration: 37, Log-Lik: -8981.996, Max-Change: 0.00114
Iteration: 38, Log-Lik: -8981.993, Max-Change: 0.00110
Iteration: 39, Log-Lik: -8981.991, Max-Change: 0.00080
Iteration: 40, Log-Lik: -8981.990, Max-Change: 0.00072
Iteration: 41, Log-Lik: -8981.989, Max-Change: 0.00044
Iteration: 42, Log-Lik: -8981.988, Max-Change: 0.00153
Iteration: 43, Log-Lik: -8981.985, Max-Change: 0.00073
Iteration: 44, Log-Lik: -8981.985, Max-Change: 0.00100
Iteration: 45, Log-Lik: -8981.984, Max-Change: 0.00039
Iteration: 46, Log-Lik: -8981.984, Max-Change: 0.00043
Iteration: 47, Log-Lik: -8981.983, Max-Change: 0.00045
Iteration: 48, Log-Lik: -8981.983, Max-Change: 0.00056
Iteration: 49, Log-Lik: -8981.983, Max-Change: 0.00046
Iteration: 50, Log-Lik: -8981.983, Max-Change: 0.00063
Iteration: 51, Log-Lik: -8981.983, Max-Change: 0.00018
Iteration: 52, Log-Lik: -8981.982, Max-Change: 0.00016
Iteration: 53, Log-Lik: -8981.982, Max-Change: 0.00042
Iteration: 54, Log-Lik: -8981.982, Max-Change: 0.00058
Iteration: 55, Log-Lik: -8981.982, Max-Change: 0.00045
Iteration: 56, Log-Lik: -8981.982, Max-Change: 0.00064
Iteration: 57, Log-Lik: -8981.982, Max-Change: 0.00018
Iteration: 58, Log-Lik: -8981.982, Max-Change: 0.00016
Iteration: 59, Log-Lik: -8981.982, Max-Change: 0.00041
Iteration: 60, Log-Lik: -8981.982, Max-Change: 0.00060
Iteration: 61, Log-Lik: -8981.982, Max-Change: 0.00041
Iteration: 62, Log-Lik: -8981.982, Max-Change: 0.00060
Iteration: 63, Log-Lik: -8981.982, Max-Change: 0.00017
Iteration: 64, Log-Lik: -8981.982, Max-Change: 0.00015
Iteration: 65, Log-Lik: -8981.981, Max-Change: 0.00038
Iteration: 66, Log-Lik: -8981.981, Max-Change: 0.00055
Iteration: 67, Log-Lik: -8981.981, Max-Change: 0.00038
Iteration: 68, Log-Lik: -8981.981, Max-Change: 0.00055
Iteration: 69, Log-Lik: -8981.981, Max-Change: 0.00015
Iteration: 70, Log-Lik: -8981.981, Max-Change: 0.00013
Iteration: 71, Log-Lik: -8981.981, Max-Change: 0.00034
Iteration: 72, Log-Lik: -8981.981, Max-Change: 0.00051
Iteration: 73, Log-Lik: -8981.981, Max-Change: 0.00035
Iteration: 74, Log-Lik: -8981.981, Max-Change: 0.00052
Iteration: 75, Log-Lik: -8981.981, Max-Change: 0.00014
Iteration: 76, Log-Lik: -8981.981, Max-Change: 0.00013
Iteration: 77, Log-Lik: -8981.981, Max-Change: 0.00032
Iteration: 78, Log-Lik: -8981.981, Max-Change: 0.00048
Iteration: 79, Log-Lik: -8981.981, Max-Change: 0.00032
Iteration: 80, Log-Lik: -8981.981, Max-Change: 0.00049
Iteration: 81, Log-Lik: -8981.981, Max-Change: 0.00013
Iteration: 82, Log-Lik: -8981.981, Max-Change: 0.00012
Iteration: 83, Log-Lik: -8981.981, Max-Change: 0.00030
Iteration: 84, Log-Lik: -8981.981, Max-Change: 0.00045
Iteration: 85, Log-Lik: -8981.980, Max-Change: 0.00030
Iteration: 86, Log-Lik: -8981.980, Max-Change: 0.00046
Iteration: 87, Log-Lik: -8981.980, Max-Change: 0.00012
Iteration: 88, Log-Lik: -8981.980, Max-Change: 0.00011
Iteration: 89, Log-Lik: -8981.980, Max-Change: 0.00028
Iteration: 90, Log-Lik: -8981.980, Max-Change: 0.00042
Iteration: 91, Log-Lik: -8981.980, Max-Change: 0.00029
Iteration: 92, Log-Lik: -8981.980, Max-Change: 0.00044
Iteration: 93, Log-Lik: -8981.980, Max-Change: 0.00012
Iteration: 94, Log-Lik: -8981.980, Max-Change: 0.00010
Iteration: 95, Log-Lik: -8981.980, Max-Change: 0.00026
Iteration: 96, Log-Lik: -8981.980, Max-Change: 0.00040
Iteration: 97, Log-Lik: -8981.980, Max-Change: 0.00027
Iteration: 98, Log-Lik: -8981.980, Max-Change: 0.00042
Iteration: 99, Log-Lik: -8981.980, Max-Change: 0.00011
Iteration: 100, Log-Lik: -8981.980, Max-Change: 0.00010summary(DGS_IRT_2)## F1 h2
## DGS_10 0.870 0.7574
## DGS_26 0.635 0.4036
## DGS_41 0.527 0.2781
## DGS_54 0.310 0.0964
## DGS_57 0.529 0.2795
## DGS_69 0.637 0.4059
## DGS_72 0.329 0.1083
##
## SS loadings: 2.329
## Proportion Var: 0.333
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_2, IRTpars = T)## $DGS_10
## a1 b1 b2 b3 b4 b5 b6 c
## par 3.007 -2.194 -1.654 -1.368 -1.176 -0.687 0.195 0
##
## $DGS_26
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.4 -2.685 -1.966 -1.592 -1.232 -0.578 0.721 0
##
## $DGS_41
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.056 -2.376 -2.298 -0.996 -1.258 -0.477 0.564 0
##
## $DGS_54
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.556 -3.569 -1.814 -2.656 -1.768 -1.734 -0.533 0
##
## $DGS_57
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.06 -1.759 -1.83 -2.399 -1.866 -0.867 0.613 0
##
## $DGS_69
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.407 -1.991 -2.091 -1.566 -1.163 -0.865 0.299 0
##
## $DGS_72
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.593 -2.823 -2.573 -1.324 -0.109 -0.826 0.942 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_2, 5, type = "trace")
itemplot(DGS_IRT_2, 5, type = "info")
plot(DGS_IRT_2, type = "trace")
plot(DGS_IRT_2, type = "info")
plot(DGS_IRT_2) #expected score curve
#person fit
fscores(DGS_IRT_2) #factor score for each participants## F1
## [1,] -2.115791e-01
## [2,] 1.785000e+00
## [3,] -2.594729e-01
## [4,] -3.884635e-01
## [5,] -1.268635e+00
## [6,] -3.326684e-01
## [7,] -1.317453e-01
## [8,] 6.193410e-01
## [9,] 1.568259e+00
## [10,] -1.012803e+00
## [11,] 5.643894e-01
## [12,] 2.160412e-01
## [13,] 6.346526e-01
## [14,] 2.168534e-01
## [15,] -8.784047e-01
## [16,] 3.984279e-01
## [17,] 4.784095e-01
## [18,] 4.193163e-01
## [19,] -4.457519e-01
## [20,] -1.770228e+00
## [21,] -3.977271e-01
## [22,] -4.612057e-01
## [23,] -8.170626e-01
## [24,] -1.407122e-01
## [25,] -1.108789e-01
## [26,] -1.791616e+00
## [27,] -9.052791e-01
## [28,] 6.181847e-01
## [29,] 5.278749e-01
## [30,] 1.785000e+00
## [31,] 1.254094e+00
## [32,] 1.123465e+00
## [33,] 9.135000e-01
## [34,] -4.419523e-02
## [35,] 1.639371e-01
## [36,] 1.994338e-01
## [37,] 1.375248e-01
## [38,] 1.766425e-03
## [39,] -2.595997e-01
## [40,] -8.318079e-01
## [41,] -2.352480e-01
## [42,] -5.841903e-01
## [43,] -1.288182e+00
## [44,] 9.077821e-01
## [45,] -5.532860e-01
## [46,] 3.841495e-01
## [47,] -1.016402e-01
## [48,] 2.106267e-01
## [49,] -3.563766e-01
## [50,] 5.155371e-01
## [51,] -7.895778e-01
## [52,] 1.153773e+00
## [53,] 1.417560e+00
## [54,] -1.351418e+00
## [55,] -1.005175e-01
## [56,] 9.538670e-01
## [57,] -1.218002e+00
## [58,] -9.599645e-01
## [59,] -3.409341e-01
## [60,] -4.152704e-01
## [61,] -3.780444e-01
## [62,] -1.115005e+00
## [63,] -8.369678e-01
## [64,] 1.785000e+00
## [65,] 1.978931e-02
## [66,] -1.406843e+00
## [67,] -1.107115e+00
## [68,] 1.244804e+00
## [69,] 3.754347e-02
## [70,] 5.790526e-01
## [71,] 8.356299e-01
## [72,] -6.220466e-01
## [73,] 1.163390e+00
## [74,] -4.243884e-01
## [75,] 8.017582e-01
## [76,] -4.323293e-02
## [77,] 2.038611e-01
## [78,] 6.998786e-01
## [79,] 9.256212e-01
## [80,] -5.651106e-01
## [81,] -3.218009e-01
## [82,] 1.748120e-01
## [83,] -6.031042e-01
## [84,] -2.097261e-01
## [85,] -3.869655e-02
## [86,] 6.193172e-01
## [87,] -1.429318e+00
## [88,] -6.359635e-01
## [89,] -8.876233e-01
## [90,] 1.243814e+00
## [91,] -2.587959e-01
## [92,] -1.061713e+00
## [93,] 5.629400e-01
## [94,] -2.556281e-01
## [95,] 5.618336e-01
## [96,] -8.368043e-01
## [97,] -7.654174e-01
## [98,] -7.917613e-01
## [99,] 9.157326e-01
## [100,] 3.082538e-01
## [101,] -1.720648e+00
## [102,] -2.059039e-01
## [103,] -1.448680e+00
## [104,] -1.024114e+00
## [105,] -1.037322e+00
## [106,] -4.541232e-01
## [107,] 1.581100e+00
## [108,] -1.000896e+00
## [109,] -1.495164e+00
## [110,] 6.641580e-01
## [111,] -5.134018e-01
## [112,] -1.013157e+00
## [113,] -1.211252e+00
## [114,] -1.223632e-01
## [115,] -1.243008e+00
## [116,] -2.272868e-01
## [117,] -3.666089e-01
## [118,] -1.368366e+00
## [119,] 1.153773e+00
## [120,] 7.872716e-01
## [121,] 1.084578e-01
## [122,] 5.626989e-01
## [123,] -4.073861e-01
## [124,] -3.587938e-01
## [125,] 1.581100e+00
## [126,] -7.654174e-01
## [127,] -8.468788e-01
## [128,] -1.494219e-02
## [129,] -1.622701e-01
## [130,] -1.350578e+00
## [131,] 1.123465e+00
## [132,] 6.049550e-01
## [133,] 2.122145e-01
## [134,] -1.003995e+00
## [135,] -7.416567e-01
## [136,] -1.205116e+00
## [137,] -8.160189e-01
## [138,] -9.869978e-01
## [139,] 7.773826e-01
## [140,] 4.199824e-01
## [141,] -1.906491e-01
## [142,] 1.193055e-02
## [143,] -1.373400e+00
## [144,] 7.462025e-01
## [145,] -1.223632e-01
## [146,] -2.902414e-01
## [147,] -9.666245e-02
## [148,] 3.416645e-01
## [149,] -6.972956e-01
## [150,] -1.107115e+00
## [151,] 1.785000e+00
## [152,] -1.347589e+00
## [153,] -7.729001e-01
## [154,] -2.790145e-01
## [155,] -9.703537e-02
## [156,] 8.431368e-01
## [157,] -3.522678e-01
## [158,] -1.479038e-01
## [159,] 4.704230e-01
## [160,] 1.785000e+00
## [161,] -1.136142e+00
## [162,] 3.964352e-01
## [163,] -1.308004e+00
## [164,] -1.245288e+00
## [165,] -1.104982e+00
## [166,] -8.794581e-01
## [167,] 1.122560e+00
## [168,] -1.147185e+00
## [169,] 4.535887e-01
## [170,] -1.118522e+00
## [171,] 3.906670e-01
## [172,] -9.175636e-01
## [173,] -6.404915e-02
## [174,] 2.047149e-01
## [175,] 1.785000e+00
## [176,] -5.651106e-01
## [177,] 1.605475e-02
## [178,] 9.827534e-01
## [179,] 1.785000e+00
## [180,] -9.379424e-01
## [181,] -3.673290e-01
## [182,] -3.928999e-01
## [183,] 1.084578e-01
## [184,] 1.123465e+00
## [185,] -7.253695e-01
## [186,] -2.011212e-01
## [187,] 9.070164e-01
## [188,] -1.270305e+00
## [189,] -3.831043e-02
## [190,] -1.061885e-01
## [191,] 5.568421e-01
## [192,] -6.663849e-02
## [193,] 6.055574e-01
## [194,] 4.550284e-03
## [195,] -1.270305e+00
## [196,] 8.041769e-01
## [197,] -8.032097e-01
## [198,] 1.061075e-02
## [199,] -6.779435e-01
## [200,] 1.123465e+00
## [201,] -4.770894e-01
## [202,] -6.709202e-01
## [203,] -9.666245e-02
## [204,] -4.823128e-01
## [205,] 1.091307e+00
## [206,] 2.078796e-01
## [207,] -4.430064e-01
## [208,] 1.068872e+00
## [209,] -2.033793e+00
## [210,] 1.416442e+00
## [211,] -1.361956e+00
## [212,] 6.805495e-02
## [213,] -9.896606e-01
## [214,] -1.285647e+00
## [215,] -4.652292e-01
## [216,] 7.011122e-01
## [217,] -4.181380e-01
## [218,] -1.049459e+00
## [219,] -3.632824e-01
## [220,] 2.911854e-01
## [221,] -1.129343e+00
## [222,] 8.132623e-01
## [223,] -1.208362e+00
## [224,] -8.777982e-02
## [225,] -1.146753e+00
## [226,] 5.615926e-01
## [227,] -6.260651e-01
## [228,] 7.468084e-01
## [229,] 1.785000e+00
## [230,] -1.725648e-01
## [231,] -6.507578e-01
## [232,] -1.530571e-01
## [233,] -1.243008e+00
## [234,] -1.284371e+00
## [235,] 1.416442e+00
## [236,] -1.571451e-01
## [237,] -1.734619e+00
## [238,] 1.785000e+00
## [239,] -8.071735e-02
## [240,] 1.963825e-01
## [241,] -4.291680e-01
## [242,] -4.240831e-01
## [243,] -4.672758e-03
## [244,] 1.785000e+00
## [245,] -5.582711e-01
## [246,] -1.143102e+00
## [247,] -1.029669e+00
## [248,] -8.043218e-01
## [249,] 8.440642e-01
## [250,] 9.819412e-01
## [251,] 1.090424e+00
## [252,] 1.243814e+00
## [253,] -1.202848e+00
## [254,] -3.113649e-02
## [255,] -5.839162e-01
## [256,] 1.785000e+00
## [257,] -9.935893e-01
## [258,] 1.040122e+00
## [259,] -1.014522e+00
## [260,] 1.605475e-02
## [261,] -1.405237e+00
## [262,] -1.094487e+00
## [263,] -8.019013e-01
## [264,] -5.550127e-01
## [265,] -9.556633e-01
## [266,] -1.771301e+00
## [267,] -4.579645e-01
## [268,] -3.838625e-01
## [269,] 1.785000e+00
## [270,] 7.442512e-01
## [271,] 3.906670e-01
## [272,] -2.151795e-01
## [273,] 6.779595e-01
## [274,] 3.265382e-01
## [275,] -4.098757e-01
## [276,] 4.897712e-01
## [277,] 1.581100e+00
## [278,] -1.198592e+00
## [279,] -4.990533e-01
## [280,] -1.876666e-01
## [281,] 1.605475e-02
## [282,] 1.785000e+00
## [283,] 7.859777e-02
## [284,] 2.055691e-01
## [285,] 4.274754e-01
## [286,] 4.252075e-01
## [287,] 2.941337e-01
## [288,] 6.132810e-01
## [289,] -7.078144e-01
## [290,] 5.424857e-01
## [291,] 1.108823e+00
## [292,] 2.145085e-01
## [293,] 7.859777e-02
## [294,] 2.517507e-01
## [295,] 4.722294e-02
## [296,] 3.613920e-01
## [297,] -2.022834e-01
## [298,] -1.510385e+00
## [299,] -7.008960e-01
## [300,] -1.023464e-01
## [301,] 1.314953e+00
## [302,] 9.168257e-01
## [303,] 4.704230e-01
## [304,] -1.267310e+00
## [305,] 1.785000e+00
## [306,] 4.145822e-01
## [307,] -2.446690e-01
## [308,] 1.743712e-01
## [309,] 1.785000e+00
## [310,] -4.973748e-01
## [311,] 1.605475e-02
## [312,] 1.785000e+00
## [313,] 1.370944e-01
## [314,] -9.703537e-02
## [315,] -1.262013e+00
## [316,] -9.054963e-01
## [317,] 1.605475e-02
## [318,] -2.664688e-01
## [319,] -5.955045e-01
## [320,] -1.267462e+00
## [321,] 7.859777e-02
## [322,] 7.303312e-01
## [323,] 2.469565e-01
## [324,] -1.257496e+00
## [325,] 1.040122e+00
## [326,] 1.193055e-02
## [327,] -7.485612e-02
## [328,] -2.156223e-01
## [329,] -8.019013e-01
## [330,] 7.011122e-01
## [331,] 9.911878e-01
## [332,] -1.906491e-01
## [333,] 1.244804e+00
## [334,] -9.671031e-01
## [335,] 1.314953e+00
## [336,] 1.312976e+00
## [337,] 1.100480e+00
## [338,] 1.605475e-02
## [339,] 1.370944e-01
## [340,] -8.318079e-01
## [341,] -8.565611e-01
## [342,] -4.642858e-01
## [343,] -2.725018e-01
## [344,] 1.785000e+00
## [345,] 1.785000e+00
## [346,] -1.178035e+00
## [347,] -1.613731e-01
## [348,] -5.102411e-01
## [349,] 6.460601e-01
## [350,] 1.312976e+00
## [351,] -4.440688e-01
## [352,] -9.524601e-01
## [353,] -1.651511e-02
## [354,] -1.145837e+00
## [355,] -7.853099e-01
## [356,] 7.162307e-01
## [357,] -1.064105e+00
## [358,] -4.350229e-01
## [359,] -9.752184e-01
## [360,] -2.254995e-01
## [361,] -5.924435e-01
## [362,] -4.835807e-01
## [363,] -4.497770e-01
## [364,] -1.625254e+00
## [365,] -4.791591e-01
## [366,] 1.785000e+00
## [367,] -2.469172e-01
## [368,] -2.404819e-01
## [369,] -1.699583e+00
## [370,] 5.100853e-01
## [371,] 2.130730e-01
## [372,] 1.785000e+00
## [373,] -1.433883e+00
## [374,] -3.415453e-01
## [375,] -9.552651e-01
## [376,] 3.029690e-01
## [377,] -1.100015e+00
## [378,] 1.581100e+00
## [379,] -2.475513e-01
## [380,] -1.207177e+00
## [381,] 7.859777e-02
## [382,] 1.785000e+00
## [383,] 7.859777e-02
## [384,] -2.019331e-01
## [385,] -2.409264e-01
## [386,] -9.020961e-01
## [387,] -1.588257e+00
## [388,] 1.296450e-01
## [389,] 1.122560e+00
## [390,] 1.312976e+00
## [391,] 2.489546e-01
## [392,] -7.441865e-01
## [393,] -1.815908e-01
## [394,] -1.058726e+00
## [395,] -1.203509e+00
## [396,] -1.207752e+00
## [397,] 1.785000e+00
## [398,] -8.434682e-01
## [399,] 3.203618e-01
## [400,] -1.501372e-01
## [401,] -7.127711e-01
## [402,] -8.019013e-01
## [403,] -1.120883e-01
## [404,] -1.785510e+00
## [405,] -4.982107e-01
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## [942,] 1.581100e+00
## [943,] 6.352692e-01
## [944,] 1.605475e-02
## [945,] 1.785000e+00
## [946,] -2.872249e-01
## [947,] -1.476065e+00
## [948,] -1.443085e+00
## [949,] -5.815987e-01
## [950,] 1.605475e-02
## [951,] 1.785000e+00
## [952,] -6.748006e-01
## [953,] 3.913445e-02
## [954,] 3.894303e-01
## [955,] 9.819412e-01
## [956,] 5.520723e-02
## [957,] -6.750316e-01
## [958,] 5.585834e-01
## [959,] -1.576485e+00
## [960,] -6.534601e-01mirt::itemfit(DGS_IRT_2)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_10 121.721 52 0.037 0.000
## 2 DGS_26 82.224 65 0.017 0.073
## 3 DGS_41 122.963 72 0.027 0.000
## 4 DGS_54 96.003 79 0.015 0.094
## 5 DGS_57 84.020 61 0.020 0.027
## 6 DGS_69 121.542 66 0.030 0.000
## 7 DGS_72 198.588 82 0.039 0.000mirt::personfit(DGS_IRT_2)## outfit z.outfit infit z.infit Zh
## 1 0.35892558 -1.254434697 0.33618470 -1.2801609137 0.698091280
## 2 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 3 0.77071655 -0.219585782 0.56011254 -0.6583555347 0.268189721
## 4 2.49510128 2.007151874 3.01247543 2.4222611112 -2.791101588
## 5 0.66105549 -0.585946623 0.77800799 -0.2903127842 0.425834637
## 6 0.39498841 -1.148073272 0.50331712 -0.8128758428 0.930155199
## 7 0.20341198 -1.870288813 0.23627067 -1.6348466315 1.393990821
## 8 1.40196757 0.778265224 1.68872662 1.0397502348 -0.464933484
## 9 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 10 0.26298091 -1.808356514 0.21042261 -2.0669992105 0.782716762
## 11 1.38050344 0.756441486 1.41472528 0.7572485946 -0.444087562
## 12 1.98488726 1.500452470 1.77005683 1.1822971542 -1.345025014
## 13 1.32316664 0.675011259 2.38961846 1.6485466045 -0.301399390
## 14 0.93222545 0.079574263 0.72279240 -0.2547433405 -0.034535533
## 15 0.70105127 -0.418272215 0.88288739 -0.0364209882 0.815074143
## 16 1.65732292 1.118973370 1.93519561 1.3184270377 -1.019460574
## 17 0.82120899 -0.112327027 0.79090010 -0.0983695313 0.659510902
## 18 1.00288815 0.204862018 0.72726852 -0.2189327661 0.157608700
## 19 0.74534010 -0.281595800 0.81106565 -0.1423351211 0.486790014
## 20 0.98280456 0.123045284 1.18187210 0.5202909265 0.035744708
## 21 1.10629825 0.370798231 1.06453322 0.3051348567 -0.329307912
## 22 0.63092460 -0.533804279 0.54385564 -0.7324735073 0.219900357
## 23 0.74930116 -0.304519230 0.63546527 -0.5675065465 0.488589724
## 24 0.57396917 -0.649578854 0.49693898 -0.7973238410 0.218331229
## 25 1.44746832 0.858370654 1.34172669 0.7032152213 -1.494555466
## 26 0.45884070 -1.278214008 0.54499866 -1.0059441192 0.697007057
## 27 0.27390159 -1.718243018 0.27959488 -1.7028841646 1.076828403
## 28 0.89401527 0.034677516 1.28430958 0.6034987521 0.259337962
## 29 0.81038504 -0.126969938 1.13507228 0.4179975034 0.044063862
## 30 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 31 0.58460106 -0.200988747 0.70994445 -0.0880894533 0.336252241
## 32 1.20281219 0.507011693 1.36853637 0.6754001082 -0.003225554
## 33 0.73503817 -0.163441698 0.79488485 -0.0251721582 0.119402411
## 34 0.28320845 -1.531177075 0.35285989 -1.1906253536 1.153290246
## 35 1.83804510 1.339096041 1.64984406 1.0584880966 -1.402347255
## 36 0.54045353 -0.744740348 0.42188040 -0.9372353299 0.547927984
## 37 0.33376168 -1.357672647 0.27402753 -1.4186084154 1.146831044
## 38 0.40128587 -1.126781110 0.56419115 -0.6135718101 0.981391768
## 39 1.93382572 1.435783595 1.97247882 1.4507979701 -1.354889430
## 40 0.35133239 -1.393492403 0.29972536 -1.5957821263 0.564967341
## 41 0.19598588 -1.907892134 0.25263291 -1.5945291338 1.357179263
## 42 0.81925356 -0.142197665 0.69355167 -0.3998733492 0.310329246
## 43 1.69789593 1.307267750 1.52546291 1.0479969104 -1.729352889
## 44 0.38271317 -0.900255404 0.32725084 -0.9431365134 0.902785348
## 45 0.50347165 -0.866468380 0.55831569 -0.7131145899 0.645952619
## 46 0.27534068 -1.555925064 0.26222710 -1.3791666293 0.987125872
## 47 1.05773198 0.293847439 1.12388803 0.3988643803 -0.015520367
## 48 3.29592404 2.675707225 2.80448315 2.1069524426 -2.890912287
## 49 0.81870789 -0.129244313 1.35055030 0.7253397486 0.218214468
## 50 0.64578333 -0.462103456 0.61556900 -0.4132394140 0.288139863
## 51 2.24199628 1.835249733 1.67943174 1.1959992423 -1.416197327
## 52 0.42781938 -0.564799941 0.38340848 -0.7029292821 0.862508414
## 53 0.47520670 -0.212166910 0.60006841 -0.2153011737 0.738423674
## 54 0.47452464 -1.147335076 0.49816963 -1.0399719073 1.421030105
## 55 0.19209240 -1.927918704 0.21234382 -1.7307512802 1.397999482
## 56 0.97903356 0.219042287 1.70309631 1.0027649573 0.065078256
## 57 0.11065207 -2.843087698 0.14165424 -2.5688962856 1.339660900
## 58 0.73687030 -0.347687055 0.74354093 -0.3353245651 0.608302925
## 59 0.21117328 -1.848228375 0.21543759 -1.7875792295 0.891154466
## 60 0.29184715 -1.519222132 0.24399547 -1.6855527215 0.824034864
## 61 0.85633674 -0.058673804 0.97943578 0.1657527632 0.225881457
## 62 0.37679191 -1.395551029 0.44542373 -1.1550578418 1.399339612
## 63 0.79772492 -0.203508053 0.78986139 -0.2220975890 0.381821234
## 64 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 65 0.96998385 0.146826131 1.21149510 0.5238955247 -0.142767390
## 66 0.26115176 -2.013797574 0.23629533 -2.0785490246 1.589192609
## 67 0.17438289 -2.316732459 0.17823180 -2.2847168011 1.548172445
## 68 0.37116653 -0.582870647 0.35583220 -0.7302073779 0.765441255
## 69 1.38008308 0.771014316 0.99812559 0.2087229598 -0.402130377
## 70 1.56274084 0.981921541 1.56260730 0.9167796171 -0.625232221
## 71 0.55796790 -0.537111860 0.45747994 -0.6530359353 0.735334492
## 72 0.91393100 0.036878764 0.66280031 -0.4740187463 0.475819189
## 73 0.60222258 -0.242842861 0.71598469 -0.0976093140 0.399766982
## 74 0.59835389 -0.606431672 0.56334982 -0.6772123798 0.999501347
## 75 1.06331771 0.317616437 1.24803525 0.5564534463 -0.208328661
## 76 0.81045038 -0.142427507 0.59435050 -0.5503136993 -0.030303475
## 77 1.10111302 0.362615436 0.91035870 0.0746592975 -0.017077302
## 78 0.44783474 -0.872108754 0.35261190 -0.9622325568 0.770253249
## 79 2.67737128 1.842405989 5.56837504 3.2303950520 -1.617132362
## 80 0.44206591 -1.043495962 0.50989100 -0.8416763910 1.125732924
## 81 0.46929109 -0.927629643 0.73584562 -0.2793061951 0.798495203
## 82 0.34842353 -1.307757089 0.28613119 -1.3645277260 1.145187255
## 83 0.60346627 -0.616106841 0.65253173 -0.4947206018 0.878791978
## 84 0.96610443 0.141653334 0.60063482 -0.5564687057 -0.295974474
## 85 0.41098170 -1.094274939 0.40545994 -1.0297544162 1.342133217
## 86 0.94742269 0.124553049 1.07682593 0.3429773514 0.100191713
## 87 1.43061089 0.933772220 1.46986077 0.9786946465 -1.643777589
## 88 1.00457362 0.198981074 0.82171231 -0.1384800438 -0.150439101
## 89 2.04869682 1.646243136 2.12130776 1.7323386264 -2.526691017
## 90 0.40109906 -0.523970932 0.37390841 -0.6894107530 0.794092282
## 91 0.31190774 -1.420351726 0.35467242 -1.2296954311 0.860880817
## 92 0.15108116 -2.435456311 0.13597260 -2.5367537644 1.297682346
## 93 2.05309426 1.520580062 3.91089105 2.6891913220 -1.563282403
## 94 0.41756063 -1.071705354 0.47103430 -0.8845905504 0.815564935
## 95 2.18785570 1.652995941 4.01374054 2.7482559362 -1.912685689
## 96 1.67692656 1.196169213 1.77421290 1.3207069388 -1.508443076
## 97 0.06933937 -2.946052335 0.06578712 -2.9891415802 1.597532885
## 98 0.87728028 -0.040584528 0.82639674 -0.1426112523 0.374137148
## 99 0.53349401 -0.541280518 0.65258838 -0.2521516679 0.424806004
## 100 1.80938678 1.303238054 1.64486523 1.0376602731 -0.968834097
## 101 1.28174360 0.699996993 1.44326573 0.9731071855 -0.281828335
## 102 0.45077907 -0.972568558 0.51957807 -0.7498692823 0.877333838
## 103 1.83189141 1.524724681 1.84098161 1.5056020585 -1.952253414
## 104 0.46393518 -1.072933801 0.41980230 -1.2159177980 0.883807664
## 105 0.73744653 -0.357384070 0.79293642 -0.2348054778 0.181481811
## 106 0.32391015 -1.407785612 0.35965664 -1.2625528861 0.996597520
## 107 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 108 0.39663471 -1.283760167 0.38887695 -1.3143668145 1.315377401
## 109 0.41284323 -1.401946279 0.40067837 -1.4009954669 1.106616208
## 110 1.73192682 1.156409027 1.72928404 1.0720820138 -1.124723069
## 111 0.84241469 -0.092470528 0.90577423 0.0301635845 0.374885740
## 112 0.89220887 -0.025875142 1.01277804 0.2038223697 0.477463149
## 113 0.90754616 -0.011572570 0.83956542 -0.1494868494 0.166139848
## 114 0.56427960 -0.673571697 0.84116814 -0.0624919005 0.938756213
## 115 0.08872343 -3.060618334 0.07929672 -3.1072384832 1.163484981
## 116 0.75545422 -0.249497536 1.44639300 0.8442528764 0.464374429
## 117 0.44532104 -1.000974588 0.62889646 -0.5135345725 0.992765647
## 118 0.65816312 -0.613587767 0.72563042 -0.4231202385 0.610429869
## 119 0.42781938 -0.564799941 0.38340848 -0.7029292821 0.862508414
## 120 0.50452996 -0.683383678 0.59743614 -0.3823247855 0.544293621
## 121 0.24688210 -1.692694794 0.18255670 -1.8111951083 1.012907981
## 122 0.44511800 -0.941006512 0.58255017 -0.4686164726 0.970351689
## 123 0.47491249 -0.922533190 0.52933049 -0.7594322076 0.945954324
## 124 0.87799788 -0.017614769 0.75125316 -0.2519793390 0.463222957
## 125 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 126 0.06933937 -2.946052335 0.06578712 -2.9891415802 1.597532885
## 127 0.38462449 -1.281023619 0.42991366 -1.1389672927 1.141536035
## 128 1.25751626 0.598646401 1.32198245 0.6739983106 -0.505259342
## 129 0.63883522 -0.497694482 0.73068887 -0.2745504732 0.538158472
## 130 2.94473919 2.756327013 2.46250083 2.2183024954 -6.303137193
## 131 1.20281219 0.507011693 1.36853637 0.6754001082 -0.003225554
## 132 0.25949235 -1.526658071 0.19824253 -1.5212172616 0.892203955
## 133 4.05662398 3.217235724 3.22417456 2.4155788007 -3.406135627
## 134 0.37652583 -1.354586292 0.38428038 -1.3312001304 0.832666296
## 135 0.46083528 -1.018469649 0.50537355 -0.8912669981 1.255959456
## 136 0.41672554 -1.290375209 0.54013557 -0.8867283910 0.747331981
## 137 1.01082039 0.205988354 0.95058206 0.0961643465 -0.861764446
## 138 0.53059423 -0.867126806 0.49680385 -0.9676588636 0.733042288
## 139 1.07041503 0.326142176 1.20212027 0.5031543474 -0.565984017
## 140 0.64910339 -0.470473682 0.87854807 0.0395766436 0.162238680
## 141 0.12820309 -2.290747839 0.10763487 -2.3433153252 1.248075473
## 142 0.15199630 -2.157547601 0.15510854 -1.9820721432 1.526641155
## 143 0.30383163 -1.800382630 0.31616105 -1.6977250740 1.512405915
## 144 0.59477403 -0.501764469 0.68553328 -0.2326633180 0.684749605
## 145 0.56427960 -0.673571697 0.84116814 -0.0624919005 0.938756213
## 146 0.85582722 -0.056407197 1.05535096 0.2921998146 -0.057851903
## 147 0.13956496 -2.221254059 0.20006596 -1.7860623946 1.502004771
## 148 0.70439145 -0.357984831 0.58781292 -0.5073479269 0.259203532
## 149 1.30477774 0.678696154 1.20551888 0.5284638262 -0.450351394
## 150 0.17438289 -2.316732459 0.17823180 -2.2847168011 1.548172445
## 151 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 152 0.79262096 -0.277606799 0.59870869 -0.7466616732 0.255447072
## 153 0.43053874 -1.116160225 0.49020077 -0.9407840095 1.037949192
## 154 0.54624649 -0.720747697 0.79137678 -0.1659891033 0.662290832
## 155 0.29178044 -1.494366890 0.28887169 -1.4201752026 1.265764322
## 156 0.70383011 -0.246471190 0.78055408 -0.0585863446 0.252305291
## 157 1.55944734 1.005761295 1.18511780 0.4907763291 -0.810289585
## 158 0.42220029 -1.055625501 0.45392852 -0.9122628884 1.247232901
## 159 0.25965432 -1.592261074 0.20958370 -1.5439587225 1.284670780
## 160 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 161 0.13076574 -2.625571979 0.13010030 -2.6142045652 1.411132012
## 162 0.72306593 -0.314331836 0.78977078 -0.1110905228 0.506439930
## 163 0.79223117 -0.273354599 0.87886162 -0.0724632265 0.577403168
## 164 1.77425169 1.400700205 1.87553382 1.5158403234 -1.141713706
## 165 0.64158154 -0.599618937 0.77879377 -0.2724992278 0.678580657
## 166 0.67761137 -0.472517895 0.79126599 -0.2232193181 0.773213516
## 167 0.53105159 -0.395282143 0.64801879 -0.2118094294 0.640192088
## 168 2.68940883 2.403474332 2.69704735 2.3980361395 -2.667627779
## 169 1.43488865 0.836972363 1.65496736 1.0298089461 -0.406002932
## 170 0.32732696 -1.584506356 0.35328985 -1.4762117291 1.248619557
## 171 0.72479828 -0.311267825 0.52312128 -0.6394232170 0.634964848
## 172 0.17278093 -2.225301783 0.18658794 -2.1573791558 0.833370330
## 173 1.60525159 1.058916416 1.21297739 0.5270614051 -1.328749888
## 174 0.42779620 -1.054749214 0.42635608 -0.9238626330 1.319561266
## 175 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 176 0.44206591 -1.043495962 0.50989100 -0.8416763910 1.125732924
## 177 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 178 0.98863884 0.237370627 0.97934879 0.2383491626 0.127537505
## 179 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 180 1.06547994 0.299848059 1.01074204 0.2020589528 0.120236915
## 181 0.44129845 -1.012763049 0.40871019 -1.0852622013 0.786438231
## 182 0.24666116 -1.698464677 0.29028124 -1.4916655713 1.062224774
## 183 0.24688210 -1.692694794 0.18255670 -1.8111951083 1.012907981
## 184 1.20281219 0.507011693 1.36853637 0.6754001082 -0.003225554
## 185 0.09673009 -2.674263186 0.09229611 -2.7116126842 1.297350027
## 186 0.87812437 -0.013862623 0.67744914 -0.3872338686 0.488474474
## 187 0.40680099 -0.838759620 0.35693500 -0.8652229395 0.932980015
## 188 0.15428042 -2.551810470 0.17637014 -2.3635655107 1.043483727
## 189 0.25586208 -1.641816717 0.32145515 -1.2925644640 1.581017914
## 190 0.21739036 -1.805420775 0.24090913 -1.6089725738 0.977166886
## 191 2.49408214 1.936195584 2.51842979 1.7743144088 -1.951781675
## 192 1.12277136 0.396760670 1.19446442 0.5009953692 -0.245991927
## 193 0.71508852 -0.297936752 0.66178555 -0.3049487757 0.211110220
## 194 1.26816424 0.614169748 1.15932870 0.4504352804 -0.820642099
## 195 0.15428042 -2.551810470 0.17637014 -2.3635655107 1.043483727
## 196 3.62887769 2.596045393 7.59173938 4.0988337645 -2.726029379
## 197 1.07461265 0.316842808 1.04139211 0.2595089659 -0.291439450
## 198 0.62792320 -0.527741584 0.43875636 -0.9273516078 0.010506949
## 199 0.64837291 -0.517654222 0.88821556 -0.0129499844 0.562560952
## 200 1.20281219 0.507011693 1.36853637 0.6754001082 -0.003225554
## 201 4.19491932 3.339843731 3.69485803 2.9678060425 -4.637301976
## 202 2.41625815 1.987720495 1.66885808 1.1668849187 -2.104537093
## 203 0.13956496 -2.221254059 0.20006596 -1.7860623946 1.502004771
## 204 0.67866143 -0.427785062 0.66446425 -0.4501540946 0.457389683
## 205 0.56506977 -0.358312968 0.78991362 -0.0031383040 0.273120831
## 206 1.08954313 0.344187454 1.14941692 0.4359518005 -0.499951645
## 207 1.41030363 0.816299230 1.05601756 0.2906798526 -0.702420120
## 208 1.09361861 0.381648215 1.96962683 1.2051648998 -0.292977427
## 209 2.22113582 2.067561512 2.65620771 2.6472274739 -3.135454704
## 210 0.50647413 -0.168540165 0.61340224 -0.1950709997 0.766372741
## 211 1.03176819 0.229745855 1.10490747 0.3687545731 0.179009544
## 212 4.50237469 3.495316022 3.70672328 2.7892607936 -4.116645325
## 213 0.63794037 -0.585224082 0.80352069 -0.2075617564 0.528551464
## 214 1.17980104 0.503558805 1.05216824 0.2717114027 -0.229865422
## 215 1.11598635 0.386063129 1.08431701 0.3359647385 0.136704487
## 216 0.29923874 -1.316833087 0.24266985 -1.3014569784 1.113429324
## 217 0.33332838 -1.366699161 0.36528421 -1.2343199989 1.195957457
## 218 1.59527881 1.118961229 1.38153790 0.8138666975 -0.231562901
## 219 0.66349570 -0.450409300 0.60957256 -0.5572453690 0.854787057
## 220 0.95556185 0.121323986 1.56420493 0.9505368638 -0.084285577
## 221 0.71994772 -0.413167509 0.66030760 -0.5532921181 0.033214018
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## 266 1.65916544 1.313785678 1.71219273 1.3995642744 -0.866752335
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## 269 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
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## 273 0.80306922 -0.115277313 1.26707484 0.5812783174 0.427990938
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## 280 0.44806688 -0.980030330 0.49766204 -0.8027953242 0.744030876
## 281 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
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## 285 1.34277042 0.715687550 1.26833295 0.5904542080 -0.192395951
## 286 0.92116965 0.065393688 0.99400866 0.2177109946 -0.078414409
## 287 1.55582268 1.001231793 1.44137008 0.8085571837 -0.714017492
## 288 3.13413425 2.424002329 6.30439090 3.8032111432 -2.584541140
## 289 0.33204742 -1.434870273 0.31353995 -1.5024410249 0.800947410
## 290 0.45297678 -0.926425154 0.44321016 -0.7855119793 0.618609094
## 291 1.26618832 0.572417882 1.48521857 0.7876419733 -0.415496349
## 292 1.45804477 0.877000865 2.67033476 2.0006491232 -0.937961587
## 293 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 294 1.00627205 0.207709274 1.11350840 0.3855188661 -0.342926095
## 295 2.13202364 1.649972549 2.18700620 1.6181098139 -1.288368360
## 296 0.56622679 -0.671022619 0.38551740 -0.9953700853 0.595923433
## 297 0.40638136 -1.103329400 0.52576554 -0.7338333301 0.977023991
## 298 1.41486313 0.915981379 1.38608255 0.8551042371 -0.824117899
## 299 0.49309750 -0.918499984 0.54550363 -0.7743588612 0.964653859
## 300 0.73259053 -0.296436078 0.88027532 0.0079618731 0.688617511
## 301 0.55442422 -0.194816364 0.64328672 -0.1740906457 0.794244549
## 302 1.76438498 1.104071477 0.93884905 0.1791297179 0.015127676
## 303 0.25965432 -1.592261074 0.20958370 -1.5439587225 1.284670780
## 304 0.86634259 -0.103534295 0.92614883 0.0274450982 0.459625996
## 305 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 306 1.13630960 0.417584853 1.89075431 1.2727180861 -0.132742404
## 307 0.35282539 -1.276293820 0.34163556 -1.2694811890 0.623946191
## 308 0.85405947 -0.063176311 0.73585850 -0.2345802912 0.238508618
## 309 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 310 1.05024393 0.279121927 1.29972331 0.6613749269 0.436793781
## 311 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 312 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
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## 315 0.45462541 -1.183393611 0.43294216 -1.2313206160 0.965451299
## 316 0.66443585 -0.507121991 0.64262477 -0.5635173652 0.229883313
## 317 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 318 2.73303082 2.202423835 2.36299174 1.8341276720 -3.250221184
## 319 1.11676013 0.387294675 0.99647640 0.1870563230 0.046399615
## 320 0.84290994 -0.154438581 0.68876278 -0.5015360274 0.157099764
## 321 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 322 1.05982033 0.308116219 0.87565463 0.0692661851 -0.234034312
## 323 0.53112037 -0.767730198 0.39780542 -0.9927989428 0.577042581
## 324 0.45613836 -1.176822362 0.57515401 -0.7971878013 1.001174485
## 325 0.53426685 -0.453152705 0.64736875 -0.2321080503 0.734273233
## 326 0.15199630 -2.157547601 0.15510854 -1.9820721432 1.526641155
## 327 0.67096132 -0.428021317 0.64866958 -0.4349420398 0.330231407
## 328 0.47108454 -0.915817854 0.50633028 -0.7849948701 1.069703075
## 329 0.07809055 -2.873127829 0.08452099 -2.8208929479 1.375908905
## 330 0.29923874 -1.316833087 0.24266985 -1.3014569784 1.113429324
## 331 1.15011179 0.441870913 1.31155893 0.6219718482 -0.344849114
## 332 0.12820309 -2.290747839 0.10763487 -2.3433153252 1.248075473
## 333 0.37116653 -0.582870647 0.35583220 -0.7302073779 0.765441255
## 334 0.33676009 -1.487001298 0.32766208 -1.5281933382 0.764846020
## 335 0.55442422 -0.194816364 0.64328672 -0.1740906457 0.794244549
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## 338 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
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## 340 0.35133239 -1.393492403 0.29972536 -1.5957821263 0.564967341
## 341 2.04757637 1.638957078 2.27578318 1.8902130000 -1.735552149
## 342 0.57922367 -0.657636289 0.50502324 -0.8338716332 0.735541052
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## 344 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 345 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
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## 349 0.55990044 -0.619356681 0.68814529 -0.2486803992 0.480131589
## 350 0.83087041 0.156958425 0.75519461 -0.0125850442 0.466775377
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## 352 0.11273880 -2.645445688 0.10537380 -2.7159156749 1.193651537
## 353 0.94302312 0.100544721 0.97942029 0.1773811465 0.015489268
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## 355 0.61834652 -0.602083402 0.71764337 -0.3725169902 0.445120530
## 356 2.30710464 1.695723154 4.55853601 2.9352399132 -1.477603291
## 357 0.26571759 -1.819714102 0.28531339 -1.7319847778 1.487837882
## 358 0.45595626 -0.980355026 0.39687220 -1.1377898841 1.250853522
## 359 0.51949965 -0.895559532 0.54488243 -0.8286004211 1.112846143
## 360 1.28257785 0.633654772 0.89796565 0.0326244473 -0.801751178
## 361 0.90164320 0.015401673 0.88100363 -0.0207413396 0.171414857
## 362 2.04984154 1.583081245 1.56895822 1.0198373262 -2.413422994
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## 364 0.24228209 -2.182167499 0.30669866 -1.8283281610 1.394289609
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## 368 0.73010547 -0.301554441 0.87959729 -0.0005651471 0.564072669
## 369 1.37912189 0.867444150 1.22396619 0.5942029665 -1.082653443
## 370 2.09753892 1.580016346 1.87205580 1.2364248805 -1.196419262
## 371 2.26098966 1.783608678 1.95798647 1.3732285658 -1.476151949
## 372 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 373 0.85016607 -0.154904903 0.86362140 -0.1128892258 0.381439932
## 374 0.29666330 -1.486965025 0.28445726 -1.4988009372 0.666571238
## 375 1.01308682 0.206453168 1.08321487 0.3303656356 -0.014830420
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## 380 0.97883259 0.131743924 0.92881466 0.0356740947 -0.635926426
## 381 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 382 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 383 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 384 1.21436394 0.535027777 1.35045909 0.7182453393 0.018604863
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## 387 0.56291730 -0.919306341 0.48896481 -1.1232993843 1.216852211
## 388 2.25885797 1.780667634 2.49198452 1.8740803444 -1.415125225
## 389 0.53105159 -0.395282143 0.64801879 -0.2118094294 0.640192088
## 390 0.83087041 0.156958425 0.75519461 -0.0125850442 0.466775377
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## 392 0.73423223 -0.330629859 0.89772377 0.0008305138 0.999403900
## 393 0.32645428 -1.364935687 0.39312539 -1.0926971169 1.385048056
## 394 0.29530499 -1.688434667 0.33410463 -1.5314103424 1.216058789
## 395 1.24844966 0.616760341 1.26054208 0.6336848755 -0.831981024
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## 397 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
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## 400 1.41875622 0.820209595 1.50789110 0.9163291579 -1.206858821
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## 402 0.07809055 -2.873127829 0.08452099 -2.8208929479 1.375908905
## 403 1.36802506 0.752376020 1.54603588 0.9600833452 0.101488178
## 404 0.92833590 0.005321245 1.27720815 0.6966646992 0.243592437
## 405 0.32648799 -1.408162307 0.33282364 -1.3671313006 1.259341120
## 406 0.43696662 -1.058116672 0.40183741 -1.1547853709 0.515688665
## 407 0.71480940 -0.362395050 0.56597657 -0.7073210077 0.187672508
## 408 1.99262708 1.460685349 2.38643742 1.6703935650 -1.351573462
## 409 2.72597148 2.346183407 2.02559814 1.6341158088 -2.962740348
## 410 0.38913641 -1.348420021 0.38373315 -1.3617365525 1.270171515
## 411 0.53040481 -0.794452734 0.56247164 -0.7029059862 0.774124139
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## 413 0.31051115 -1.520339114 0.34713857 -1.3845525210 1.214869476
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## 416 0.45619449 -0.629726801 0.41243216 -0.6885141167 0.520772296
## 417 4.08339906 3.814036262 3.86975482 3.6927370771 -4.868550520
## 418 1.97563674 1.485126797 3.32755209 2.4452089223 -1.850557121
## 419 0.32598787 -1.385202844 0.34466167 -1.1782522150 1.179548397
## 420 0.34408093 -1.305744830 0.30141019 -1.3757331092 1.161931492
## 421 1.46062353 0.880291033 1.57805602 0.9790796067 -1.119835130
## 422 0.26098860 -1.619397127 0.39461482 -1.0639699842 1.571475318
## 423 0.67154929 -0.427029662 0.57268227 -0.6300130731 0.672377732
## 424 1.87603365 1.355521842 3.58081591 2.5359847646 -1.038598767
## 425 0.56209787 -0.824443526 0.48303228 -1.0469135164 0.779763836
## 426 0.53075242 -0.619482524 0.41957077 -0.7548303171 0.291652827
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## 428 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 429 0.19209240 -1.927918704 0.21234382 -1.7307512802 1.397999482
## 430 0.61449887 -0.686916225 0.64406176 -0.6014137644 0.063788939
## 431 2.30623405 1.579881578 2.62091629 1.7241940173 -1.033784717
## 432 0.13389214 -2.570719883 0.12568923 -2.6242566504 1.517980347
## 433 0.96652127 0.188505986 1.61277203 0.9296905210 0.220025834
## 434 0.83263762 0.087073877 0.82918353 0.0626331828 0.070011645
## 435 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 436 0.25586208 -1.641816717 0.32145515 -1.2925644640 1.581017914
## 437 1.30413454 0.717314176 1.33905073 0.7661214769 -0.690310833
## 438 1.05379168 0.293421482 0.86317363 0.0361680897 -0.067097430
## 439 0.34416831 -1.460042970 0.38416921 -1.3221450585 1.177840266
## 440 0.19598588 -1.907892134 0.25263291 -1.5945291338 1.357179263
## 441 0.70421010 -0.359317947 0.67724807 -0.4016859704 0.819444482
## 442 0.38836763 -0.922491343 0.32927662 -0.9571419251 0.485789377
## 443 0.50707738 -0.826496088 0.41311473 -0.9326147368 0.851882934
## 444 0.83087041 0.156958425 0.75519461 -0.0125850442 0.466775377
## 445 1.05609833 0.290720828 1.11585845 0.3873757626 0.127610726
## 446 0.67131166 -0.480756480 0.75151102 -0.3030562379 0.724897650
## 447 3.01772709 2.434415664 2.75863078 2.1619635235 -3.482336668
## 448 1.30244492 0.729033570 1.25488007 0.6382576980 -0.661668038
## 449 0.30014380 -1.420850555 0.29680489 -1.2085641795 0.569285089
## 450 0.41098170 -1.094274939 0.40545994 -1.0297544162 1.342133217
## 451 1.29001047 0.646416929 1.83318535 1.2408567100 -0.552395482
## 452 0.64610636 -0.676695672 0.79805488 -0.2728285178 0.397338053
## 453 0.24759922 -1.812143769 0.30685569 -1.5691996988 1.151969090
## 454 0.87611536 -0.027445954 0.81234874 -0.1442569363 0.267716887
## 455 0.55442422 -0.194816364 0.64328672 -0.1740906457 0.794244549
## 456 2.30789396 1.829385575 2.54669288 1.9010091672 -1.389393814
## 457 1.64121091 0.999124685 1.85095420 1.1461718400 -1.034581629
## 458 0.70350712 -0.463232654 0.78510847 -0.2665772806 0.638917782
## 459 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 460 0.37839762 -1.439672629 0.38691533 -1.3848735457 0.854355470
## 461 0.40109906 -0.523970932 0.37390841 -0.6894107530 0.794092282
## 462 0.25949235 -1.526658071 0.19824253 -1.5212172616 0.892203955
## 463 1.97727710 1.756842729 2.05934602 1.8572660725 -1.888499669
## 464 0.36582731 -1.527315691 0.32956869 -1.6307733709 1.206597010
## 465 1.24570458 0.582477299 0.95947969 0.1493909893 -0.115775026
## 466 0.94010024 0.079075581 0.92502202 0.0503647660 0.240453534
## 467 0.53040481 -0.794452734 0.56247164 -0.7029059862 0.774124139
## 468 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 469 0.32361004 -1.520466182 0.26265878 -1.7804289213 0.868231937
## 470 1.05388530 0.279173298 0.97837973 0.1418537289 -0.604379039
## 471 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 472 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 473 1.04463634 0.253409592 1.16446126 0.4838349337 0.287929192
## 474 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 475 0.91529988 0.052678765 0.63395497 -0.4687892253 0.535219016
## 476 0.38394270 -1.172814345 0.72820848 -0.2801536234 1.175193827
## 477 1.09361861 0.381648215 1.96962683 1.2051648998 -0.292977427
## 478 0.13956496 -2.221254059 0.20006596 -1.7860623946 1.502004771
## 479 0.30035666 -1.476197362 0.53119939 -0.6798698569 1.242455423
## 480 0.73932680 -0.299151665 0.67769918 -0.4241508914 0.656765562
## 481 0.73834744 -0.291099586 0.89910598 0.0579791566 0.720523328
## 482 0.70421010 -0.359317947 0.67724807 -0.4016859704 0.819444482
## 483 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 484 0.39712311 -1.191217107 0.29835108 -1.5296369474 0.649108805
## 485 0.34860286 -1.288481955 0.41996012 -1.0145418904 0.972127352
## 486 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 487 1.22568655 0.550746073 1.14925731 0.4360598987 -0.936027897
## 488 2.17891038 1.489543641 2.40310092 1.5788077355 -1.060768864
## 489 0.87049899 -0.031829939 0.75597428 -0.2434264836 0.328812053
## 490 1.47994469 0.948243227 1.36975742 0.7904731007 -0.146570172
## 491 1.45990117 0.874936961 2.16474669 1.6172667725 -1.104053674
## 492 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 493 0.54310671 -0.725679752 0.67795034 -0.3806470803 1.014142726
## 494 0.85718721 -0.033231122 0.89636208 0.0845221380 -0.357769763
## 495 0.46551936 -0.940859351 0.67436784 -0.3369315767 0.958615569
## 496 2.68911189 2.142634365 2.97330038 2.1481609968 -1.427761545
## 497 0.42781938 -0.564799941 0.38340848 -0.7029292821 0.862508414
## 498 2.34099183 1.860583186 2.12230597 1.5252439681 -2.292290519
## 499 0.51020048 -1.019933161 0.49877587 -1.0290544886 0.526229359
## 500 1.32992508 0.768627937 1.29540935 0.7010190858 -0.698522199
## 501 0.40261368 -1.130879536 0.61919946 -0.4721094040 1.371001127
## 502 0.29559513 -1.489681463 0.32732012 -1.3401051319 1.159513756
## 503 0.47520670 -0.212166910 0.60006841 -0.2153011737 0.738423674
## 504 0.98817096 0.167896998 0.90686645 0.0190836904 0.150626831
## 505 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 506 0.25556707 -2.107553031 0.33266511 -1.7056814080 1.610711198
## 507 0.33376168 -1.357672647 0.27402753 -1.4186084154 1.146831044
## 508 0.94843007 0.111149787 0.79566085 -0.1466678935 0.173077819
## 509 1.08100054 0.324359839 1.06723665 0.2981879276 -0.275696014
## 510 0.37116653 -0.582870647 0.35583220 -0.7302073779 0.765441255
## 511 0.09673009 -2.674263186 0.09229611 -2.7116126842 1.297350027
## 512 1.02573214 0.225122450 0.88100829 -0.0550836178 0.018355852
## 513 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 514 1.58089806 1.148872518 1.76729834 1.3890293024 -0.939434246
## 515 0.40109906 -0.523970932 0.37390841 -0.6894107530 0.794092282
## 516 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 517 1.10818978 0.377420006 1.14531055 0.4335947341 -0.262845334
## 518 0.53426685 -0.453152705 0.64736875 -0.2321080503 0.734273233
## 519 0.46482912 -0.947400929 0.38008171 -1.0616101782 0.793821840
## 520 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 521 1.07236481 0.317181457 0.75678548 -0.2342363945 -0.338890757
## 522 0.43847284 -1.062267813 0.48881548 -0.9089437359 1.111400081
## 523 3.07170491 2.485384193 2.76320948 2.1921947476 -3.263556565
## 524 0.27333933 -1.567997960 0.36162431 -1.2091162689 1.055151020
## 525 1.83231865 1.104186789 3.74691691 2.3136427832 -0.579404904
## 526 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 527 0.15108116 -2.435456311 0.13597260 -2.5367537644 1.297682346
## 528 0.35712645 -1.600689293 0.36040452 -1.5376630577 1.540223117
## 529 0.33759842 -1.326437008 0.31087814 -1.3661813147 1.108710596
## 530 0.89490523 -0.008976376 0.94858401 0.0914812762 0.058495085
## 531 0.36708760 -1.239686160 0.35261609 -1.1712956606 1.052299715
## 532 0.55442422 -0.194816364 0.64328672 -0.1740906457 0.794244549
## 533 0.08266148 -3.055547764 0.09021510 -2.9570867277 1.593982997
## 534 2.11194774 1.745630159 1.71024367 1.2658157950 -1.355669650
## 535 0.24772844 -1.744595429 0.22232589 -1.8464096740 0.918125682
## 536 0.34853577 -1.368255204 0.42790915 -1.1026469362 1.086833066
## 537 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 538 0.54618984 -0.791826915 0.62928149 -0.5832439245 0.338567668
## 539 1.90002547 1.481411866 1.76555040 1.3226248812 -2.265909340
## 540 1.44854621 0.860253411 1.68429910 1.1352941248 -0.261595860
## 541 1.06331771 0.317616437 1.24803525 0.5564534463 -0.208328661
## 542 0.52468152 -1.013912548 0.46354498 -1.1721909503 1.150599535
## 543 1.20880382 0.527349377 1.32879901 0.6690515732 -0.661230721
## 544 0.86702931 -0.078871642 1.18996069 0.5089782030 0.176900090
## 545 1.11543517 0.425754832 2.18200979 1.3313044742 0.073990657
## 546 2.88009355 2.323195483 2.98720150 2.3302597187 -2.720675675
## 547 1.32844679 0.690081592 1.24560237 0.5591654918 -0.229290631
## 548 1.72450228 1.243611771 1.59379211 1.0789748741 -1.060065460
## 549 3.17791441 2.718521057 3.19715087 2.7439839049 -3.262370515
## 550 0.82758263 -0.113474499 0.72002962 -0.2613169552 0.579868652
## 551 1.11543517 0.425754832 2.18200979 1.3313044742 0.073990657
## 552 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 553 0.78326609 -0.196594254 0.69420574 -0.2933780657 0.142684320
## 554 0.15950937 -2.222285852 0.15202511 -2.2632411781 0.996636288
## 555 0.42649358 -1.042684542 0.47111998 -0.8716067549 1.156728511
## 556 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 557 0.45177269 -1.010834547 0.47808988 -0.9240833410 0.741383253
## 558 0.53426685 -0.453152705 0.64736875 -0.2321080503 0.734273233
## 559 2.12407645 1.539405352 2.35837453 1.6044182020 -1.212558978
## 560 0.51952877 -1.003245854 0.58387175 -0.7875925880 1.242898676
## 561 2.05309426 1.520580062 3.91089105 2.6891913220 -1.563282403
## 562 1.62150450 1.105176148 1.81409382 1.3347045402 -0.649879617
## 563 2.98047029 2.651021048 2.60032474 2.2858186653 -4.273699967
## 564 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 565 0.42220029 -1.055625501 0.45392852 -0.9122628884 1.247232901
## 566 0.88356355 -0.095099076 1.21625977 0.5921892016 0.175767044
## 567 0.78820328 -0.186889752 1.28150523 0.6198623777 0.702193486
## 568 1.64006355 1.034799798 1.39207156 0.7193616432 -0.574954833
## 569 0.52514665 -0.781414663 0.50377564 -0.7470927946 1.069029533
## 570 0.99557331 0.191082840 0.87961174 -0.0029742945 0.329471101
## 571 0.56367687 -0.125996796 0.96637792 0.2606996859 0.380682557
## 572 0.26098860 -1.619397127 0.39461482 -1.0639699842 1.571475318
## 573 0.57078214 -0.667336034 0.52622766 -0.6880565686 0.045819220
## 574 0.38344449 -1.262786401 0.43327091 -1.1036601288 1.013878379
## 575 1.69576950 1.172836765 1.42215783 0.8213297204 -0.879735513
## 576 0.33745267 -1.348014253 0.53326039 -0.7473550012 1.175227669
## 577 2.38961487 2.127658053 1.95936615 1.6152853836 -2.778030624
## 578 0.66126082 -0.622417789 0.83189751 -0.1855149518 0.834303713
## 579 0.53105159 -0.395282143 0.64801879 -0.2118094294 0.640192088
## 580 0.85301904 -0.054013579 0.72044102 -0.2232228367 0.376491933
## 581 0.59017417 -0.679392233 0.73190830 -0.3469639913 1.136382774
## 582 1.43830256 0.926505569 1.37474885 0.8195737415 -0.935531157
## 583 1.52439983 0.958087699 2.38369573 1.8170285557 -1.165291071
## 584 4.52410023 2.652210503 5.19101576 2.9454666632 -2.172684210
## 585 0.66134663 -0.452336838 0.43172731 -0.9466293146 0.006009995
## 586 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 587 0.41259745 -1.210459353 0.47041014 -1.0347186589 0.811873353
## 588 1.34078315 0.715555293 1.30955798 0.6657236908 -0.426745074
## 589 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 590 0.73874859 -0.137699216 0.78355943 -0.0343897519 0.542087374
## 591 3.30511026 2.676556545 2.59128750 1.9163358605 -2.882850099
## 592 2.00480305 1.556830992 1.85008144 1.3781900244 -1.329612921
## 593 0.47520670 -0.212166910 0.60006841 -0.2153011737 0.738423674
## 594 0.56506977 -0.358312968 0.78991362 -0.0031383040 0.273120831
## 595 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 596 0.97909434 0.161316229 1.08716352 0.3466104069 -0.046977284
## 597 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 598 0.29630779 -1.475007406 0.38810464 -1.1023182254 1.065236914
## 599 1.23405485 0.564980794 0.98781730 0.1924244149 -0.805562635
## 600 1.01474912 0.216909381 0.85759363 -0.0673476790 -0.283184796
## 601 0.39321360 -1.159791220 0.40366958 -1.0024445922 1.067033888
## 602 0.72306593 -0.314331836 0.78977078 -0.1110905228 0.506439930
## 603 0.26098860 -1.619397127 0.39461482 -1.0639699842 1.571475318
## 604 0.37296644 -1.225124227 0.53283980 -0.6513013482 0.802712910
## 605 0.25586208 -1.641816717 0.32145515 -1.2925644640 1.581017914
## 606 0.56106264 -0.403052928 0.67215875 -0.1917860181 0.763814213
## 607 0.77783275 -0.204342081 0.64302723 -0.4592329944 0.469656704
## 608 0.63880181 -0.570030003 0.64868457 -0.5499296285 0.928280497
## 609 1.76680545 1.257804651 2.86550294 2.1596356786 -1.427750847
## 610 0.40422266 -1.114636682 0.47167940 -0.8887646905 0.750531708
## 611 1.55420793 1.000187388 1.75135272 1.2249696713 -1.349518678
## 612 0.60649672 -0.767533119 0.60802422 -0.7348374742 0.304982542
## 613 0.96274921 0.133903343 1.32170468 0.6712804619 0.158289744
## 614 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 615 8.34512949 5.382878791 6.73906703 4.2127098448 -5.858434394
## 616 1.75139202 1.234981548 1.84790779 1.2888433944 -0.476339652
## 617 0.15428042 -2.551810470 0.17637014 -2.3635655107 1.043483727
## 618 0.95331489 0.161807612 1.55207587 0.8763541756 -0.198334918
## 619 0.34820399 -1.315788156 0.38362372 -1.1763539172 0.796791984
## 620 0.82353312 -0.121267077 0.67244832 -0.3545694401 -0.031816843
## 621 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 622 0.50647413 -0.168540165 0.61340224 -0.1950709997 0.766372741
## 623 1.00740207 0.211215543 1.24246878 0.5718511738 0.686118203
## 624 1.16281044 0.467917260 1.06493279 0.2970727480 0.267967142
## 625 3.33021018 2.693177478 2.84975812 2.1117216759 -2.536720841
## 626 8.02801668 5.276880932 6.15963067 4.1225513950 -6.650968082
## 627 2.15517201 1.774650213 2.04013951 1.6521770808 -3.422561349
## 628 1.73176498 1.371508940 1.59734521 1.1605381663 -1.638207940
## 629 0.70633470 -0.387827083 0.88836800 -0.0141034124 0.016138102
## 630 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 631 0.55193800 -0.747439105 0.65775494 -0.4850468251 0.889066324
## 632 0.68344448 -0.472908334 0.73294054 -0.3610581907 0.542740184
## 633 0.76194123 -0.067043436 0.78577077 -0.0181164392 0.431609344
## 634 0.60504438 -0.628232942 0.75839512 -0.2779304619 0.978444580
## 635 1.12738706 0.403986833 1.16905511 0.4631385581 -0.039467544
## 636 1.39058152 0.694453468 1.41135664 0.7170031568 -0.206821084
## 637 0.45486577 -1.287344863 0.50750839 -1.1057498845 1.101713941
## 638 0.53426685 -0.453152705 0.64736875 -0.2321080503 0.734273233
## 639 2.66734653 2.586227407 2.62204975 2.5426617176 -4.195828942
## 640 0.44521380 -0.996546284 0.38169874 -1.0896157120 0.916127659
## 641 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 642 0.94918325 0.051123472 0.83637732 -0.2062871670 -0.333051446
## 643 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 644 2.66359261 2.120469413 2.15535720 1.5069036509 -1.513740477
## 645 0.70626126 -0.389889210 0.82191093 -0.1454800987 0.818728235
## 646 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 647 0.60346627 -0.616106841 0.65253173 -0.4947206018 0.878791978
## 648 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 649 0.77914150 -0.212236733 0.80199305 -0.1595556012 0.280478121
## 650 0.80383184 -0.154378238 1.17631262 0.4752600599 0.207132393
## 651 1.33212068 0.676257572 1.84857611 1.1690739001 -0.438081286
## 652 0.33745267 -1.348014253 0.53326039 -0.7473550012 1.175227669
## 653 0.58460106 -0.200988747 0.70994445 -0.0880894533 0.336252241
## 654 0.96688841 0.107407700 0.93317809 0.0436716697 -0.256741888
## 655 0.29923874 -1.316833087 0.24266985 -1.3014569784 1.113429324
## 656 1.21423859 0.535145748 2.03220693 1.4849824872 -0.110636881
## 657 0.99258315 0.177810254 1.11269758 0.3807268906 -0.095902674
## 658 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 659 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 660 0.36641369 -1.245945383 0.33486022 -1.1805585351 0.826701837
## 661 0.38394270 -1.172814345 0.72820848 -0.2801536234 1.175193827
## 662 0.25965432 -1.592261074 0.20958370 -1.5439587225 1.284670780
## 663 0.43704687 -1.113316676 0.53514894 -0.8326598803 1.256471541
## 664 0.92064494 0.078597264 0.54602573 -0.5328438326 0.434052472
## 665 1.83231865 1.104186789 3.74691691 2.3136427832 -0.579404904
## 666 0.27801293 -1.634870828 0.24230020 -1.7824150944 0.755315087
## 667 0.82277056 -0.155242378 0.87989161 -0.0423991863 0.738810306
## 668 0.34338563 -1.564755955 0.31711965 -1.6473875516 0.913937472
## 669 2.33231172 1.816480716 4.02129964 2.8030236575 -2.185840958
## 670 0.19183649 -1.925205520 0.14192583 -1.9041447120 1.103915444
## 671 1.26618832 0.572417882 1.48521857 0.7876419733 -0.415496349
## 672 0.37116653 -0.582870647 0.35583220 -0.7302073779 0.765441255
## 673 1.91622892 1.620819896 1.76217724 1.3896946317 -2.918980152
## 674 1.11543517 0.425754832 2.18200979 1.3313044742 0.073990657
## 675 0.25766088 -1.972104391 0.24921475 -1.9726784922 1.122847504
## 676 0.54055725 -0.744385463 0.67412251 -0.3505322567 0.770656939
## 677 1.04218848 0.265873882 1.14162136 0.4261781337 -0.041738317
## 678 2.05621256 1.614616015 1.92977398 1.4710156408 -1.174662725
## 679 1.26010165 0.611519200 1.18776746 0.5003633897 -0.688766914
## 680 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 681 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 682 0.50671302 -0.638026072 0.61187259 -0.3383953338 0.367589883
## 683 0.27843403 -1.565140614 0.21785659 -1.6282886768 1.258932455
## 684 2.75837554 1.600856218 3.24684291 1.9663270436 -1.124535390
## 685 0.62715830 -0.163585677 0.93746731 0.2094692332 -0.039040444
## 686 0.86814827 -0.044244316 0.69768536 -0.3835635705 -0.438189593
## 687 0.38394270 -1.172814345 0.72820848 -0.2801536234 1.175193827
## 688 2.45576256 1.952594324 2.22476864 1.6864988431 -2.896684937
## 689 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 690 1.92926654 1.429433049 2.79000168 2.1740478141 -1.596743662
## 691 0.51741189 -0.792576503 0.45604956 -0.8985360207 0.693733172
## 692 0.81006049 -0.148376143 1.09952745 0.3605652135 0.393597313
## 693 1.38710916 0.782570742 1.43824328 0.8445486076 -0.180084625
## 694 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 695 0.14446217 -2.190099267 0.25083604 -1.5693665143 1.497113243
## 696 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 697 0.53105159 -0.395282143 0.64801879 -0.2118094294 0.640192088
## 698 1.81413041 1.310618453 1.40799286 0.7795245610 -1.577179326
## 699 0.55262143 -0.749696194 0.58328731 -0.6676665098 0.672960141
## 700 0.96652127 0.188505986 1.61277203 0.9296905210 0.220025834
## 701 0.35230897 -1.657012022 0.32792528 -1.7147004498 1.601199577
## 702 0.04395845 -3.061137013 0.03900474 -2.9463416809 1.432414398
## 703 0.24540376 -1.685969641 0.19482313 -1.8688506055 1.021369902
## 704 0.73346868 -0.306929206 0.72576640 -0.3143749720 -0.151299098
## 705 0.23412071 -1.842471637 0.26327824 -1.7122607529 1.449283886
## 706 1.95366943 1.565833247 1.95342110 1.5676994895 -2.083754404
## 707 0.33158869 -1.350808828 0.36486449 -1.1988676477 1.055556675
## 708 0.50698269 -0.878959637 0.64622449 -0.5233696598 1.036107317
## 709 0.25949235 -1.526658071 0.19824253 -1.5212172616 0.892203955
## 710 0.63237840 -0.514305992 0.58762926 -0.5943123881 0.769851811
## 711 0.36710900 -1.419535637 0.35261752 -1.4694767811 0.577668483
## 712 1.37797263 0.766139023 1.31802226 0.6710298784 -0.406396034
## 713 0.68537281 -0.467622192 0.74955466 -0.3232586134 0.272371635
## 714 0.47520670 -0.212166910 0.60006841 -0.2153011737 0.738423674
## 715 0.59142365 -0.614568610 0.60923239 -0.5073908400 0.960791682
## 716 8.84564955 4.836284697 9.83066751 4.7477144418 -4.231353642
## 717 0.22066177 -1.788277354 0.16864974 -1.9595581344 1.107837642
## 718 2.93719338 2.872591008 2.77631789 2.7886645888 -3.485307408
## 719 0.22066177 -1.788277354 0.16864974 -1.9595581344 1.107837642
## 720 3.89556840 3.675652292 4.58158732 4.2831505936 -6.188820665
## 721 0.71329441 -0.378558736 0.61718436 -0.6038776759 0.468743111
## 722 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 723 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 724 0.25421572 -1.899789377 0.22631973 -2.0262620404 0.936146498
## 725 0.47577373 -0.989580527 0.63476078 -0.5705406001 1.107614202
## 726 0.54032406 -0.767551588 0.48894431 -0.8951834012 0.679217255
## 727 0.22737754 -1.757796396 0.18516398 -1.8851327152 1.020078596
## 728 0.15420486 -2.148624310 0.19013314 -1.9101877698 1.403910549
## 729 0.53105159 -0.395282143 0.64801879 -0.2118094294 0.640192088
## 730 0.29811425 -1.483600622 0.22371304 -1.6363107486 0.912774784
## 731 0.21117328 -1.848228375 0.21543759 -1.7875792295 0.891154466
## 732 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 733 0.90226177 0.020760336 0.86665279 -0.0411359506 -0.094609205
## 734 0.91318077 0.008342204 0.90751757 -0.0017700294 0.029432134
## 735 1.01040554 0.217231563 1.79007393 1.1736571498 0.221221329
## 736 0.37116653 -0.582870647 0.35583220 -0.7302073779 0.765441255
## 737 1.20432551 0.520241028 1.02084465 0.2387531039 -0.920001303
## 738 0.75764061 -0.246494787 0.63986808 -0.4514477394 0.069362781
## 739 1.04286565 0.264757791 0.92212551 0.0527669921 -0.079429286
## 740 1.15987508 0.450348838 1.17137947 0.4661699880 0.003836154
## 741 1.91064177 1.402047912 3.49183658 2.5056871554 -1.191276077
## 742 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 743 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 744 1.34748635 0.753794676 1.17228141 0.4806870342 -0.866790942
## 745 0.22910518 -2.278665139 0.23597905 -2.2613265059 1.770594077
## 746 1.20950981 0.518743726 0.88684851 0.0833781152 0.167965059
## 747 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 748 0.20341198 -1.870288813 0.23627067 -1.6348466315 1.393990821
## 749 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 750 0.47146830 -0.921880943 0.42240817 -0.9723555538 0.852802733
## 751 0.12820309 -2.290747839 0.10763487 -2.3433153252 1.248075473
## 752 1.31074437 0.742999668 1.49874134 1.0321708538 -0.548702022
## 753 1.34322351 0.682074744 1.32439192 0.6419490679 -0.341881983
## 754 1.28157582 0.639638914 1.33536907 0.7146420319 -0.072789661
## 755 1.45977300 0.907820354 1.59596976 1.0942589209 -0.745780036
## 756 1.77266060 1.262325192 1.95470128 1.4470056543 -1.886962666
## 757 0.39220179 -0.963716401 0.34230338 -0.9508885041 0.661944444
## 758 0.95556185 0.121323986 1.56420493 0.9505368638 -0.084285577
## 759 0.72530839 -0.347432020 0.86776548 -0.0546391520 0.369968260
## 760 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 761 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 762 0.33376168 -1.357672647 0.27402753 -1.4186084154 1.146831044
## 763 0.28538293 -1.615490012 0.35351137 -1.3568447180 1.383531319
## 764 0.60580227 -0.572794484 0.47556361 -0.7513998257 1.022163551
## 765 0.33376168 -1.357672647 0.27402753 -1.4186084154 1.146831044
## 766 1.99750785 1.594882419 1.89526912 1.4806524696 -1.463293058
## 767 0.38798645 -0.820481455 0.33878279 -0.8806801951 0.778552217
## 768 1.49706013 0.922889893 1.61536759 1.0536093010 -0.557703302
## 769 0.23412071 -1.842471637 0.26327824 -1.7122607529 1.449283886
## 770 0.60982814 -0.595858977 0.54914168 -0.7384656502 0.344102696
## 771 0.56106264 -0.403052928 0.67215875 -0.1917860181 0.763814213
## 772 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 773 2.42985774 1.943397657 1.89707834 1.3047997536 -2.146784905
## 774 3.47765427 2.809151794 4.01930720 2.9743696645 -3.688888304
## 775 0.37435075 -1.219841172 0.29759076 -1.3026965119 1.407700092
## 776 0.50647413 -0.168540165 0.61340224 -0.1950709997 0.766372741
## 777 0.61002541 -0.581918160 0.61334145 -0.5622436704 0.964486361
## 778 1.57497395 1.026831393 2.02700774 1.4377027977 -0.925955388
## 779 0.83090136 -0.052974445 1.32641702 0.6472005731 0.230771037
## 780 0.55990044 -0.619356681 0.68814529 -0.2486803992 0.480131589
## 781 0.76588637 -0.232495838 0.55761768 -0.6239925325 0.081541111
## 782 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 783 0.32049863 -1.538191760 0.40107039 -1.2550857969 1.479258583
## 784 1.83231865 1.104186789 3.74691691 2.3136427832 -0.579404904
## 785 1.26803511 0.604953164 2.28088402 1.5794498595 -0.089645531
## 786 1.11543517 0.425754832 2.18200979 1.3313044742 0.073990657
## 787 0.39498841 -1.148073272 0.50331712 -0.8128758428 0.930155199
## 788 0.45134221 -0.568497355 0.41937912 -0.6434653212 0.423204055
## 789 0.43327374 -0.906556570 0.56275539 -0.4707229754 0.619491765
## 790 0.44532104 -1.000974588 0.62889646 -0.5135345725 0.992765647
## 791 0.51865531 -0.778596102 0.47284362 -0.7445692449 0.548089938
## 792 0.47520670 -0.212166910 0.60006841 -0.2153011737 0.738423674
## 793 1.26618832 0.572417882 1.48521857 0.7876419733 -0.415496349
## 794 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 795 0.42342646 -0.626190996 0.39677494 -0.6931041544 0.393958446
## 796 0.40129921 -1.204558125 0.41558212 -1.1600040026 0.851628383
## 797 0.96652127 0.188505986 1.61277203 0.9296905210 0.220025834
## 798 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 799 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 800 1.54044107 0.989331918 1.07134649 0.3150791335 -0.478508129
## 801 0.13956496 -2.221254059 0.20006596 -1.7860623946 1.502004771
## 802 0.83082173 -0.094371872 0.84037457 -0.0160845666 0.692020497
## 803 0.55442422 -0.194816364 0.64328672 -0.1740906457 0.794244549
## 804 1.03483898 0.256621887 1.11656260 0.3879814486 0.028562043
## 805 3.51419572 3.016849991 3.24961543 2.8138783855 -5.230696926
## 806 0.46634544 -0.759488756 0.59187109 -0.3862557611 0.868207212
## 807 2.16571633 1.534967145 2.21628623 1.4676734739 -1.183441097
## 808 0.37950206 -1.234868928 0.42138467 -1.0893015244 0.966153583
## 809 0.54172411 -0.739618884 0.79665532 -0.1632203147 0.763537232
## 810 0.42650041 -1.083754953 0.40010032 -1.1517500954 0.922660171
## 811 0.88298795 -0.006701528 1.03408544 0.2579487848 0.588884361
## 812 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 813 2.86763236 2.790244515 2.63337246 2.5242613116 -2.779008229
## 814 0.76194123 -0.067043436 0.78577077 -0.0181164392 0.431609344
## 815 1.19208428 0.503170391 0.89492320 0.0509590364 -0.296282111
## 816 0.74073875 -0.286145429 0.83537320 -0.0492380286 0.687557800
## 817 0.40680099 -0.838759620 0.35693500 -0.8652229395 0.932980015
## 818 1.30661920 0.714444712 1.08514270 0.3326976747 -0.513143812
## 819 0.50647413 -0.168540165 0.61340224 -0.1950709997 0.766372741
## 820 0.09673009 -2.674263186 0.09229611 -2.7116126842 1.297350027
## 821 0.43242403 -1.331312685 0.54875409 -0.9149838388 1.657255830
## 822 0.58275584 -0.635464802 0.45529204 -0.8228553873 0.702723391
## 823 0.20341198 -1.870288813 0.23627067 -1.6348466315 1.393990821
## 824 1.33212068 0.676257572 1.84857611 1.1690739001 -0.438081286
## 825 0.19183649 -1.925205520 0.14192583 -1.9041447120 1.103915444
## 826 0.41293464 -1.125503664 0.31481438 -1.4415952014 0.668765912
## 827 3.63797336 2.787192592 6.81837763 4.0178446735 -3.687871851
## 828 0.45194077 -0.996682749 0.38382878 -1.1863130293 0.964863890
## 829 0.15428042 -2.551810470 0.17637014 -2.3635655107 1.043483727
## 830 4.19895307 3.312960206 4.16461899 3.2462284609 -4.086077766
## 831 0.54416388 -0.732364901 0.61366707 -0.4937582902 0.661815153
## 832 3.07362944 2.537860490 2.75695444 2.2535013132 -3.739848618
## 833 1.44962932 0.903684458 1.59119953 1.1018195944 -1.177550100
## 834 1.61037380 1.066041895 1.47701477 0.8715650027 -0.771498186
## 835 1.08522511 0.337569800 1.14236405 0.4263285869 -0.001811629
## 836 1.27687705 0.636844850 1.30193901 0.6733680922 -0.068650927
## 837 0.37274907 -1.327659758 0.41094456 -1.2058397115 1.097240651
## 838 0.38589416 -0.385761312 0.40467816 -0.5689040338 0.506672259
## 839 1.12611318 0.401993553 1.47407393 0.8593170154 -0.463546856
## 840 0.26125942 -1.986245540 0.26536747 -1.9158936942 1.517177136
## 841 0.25949235 -1.526658071 0.19824253 -1.5212172616 0.892203955
## 842 0.32220236 -1.602756913 0.31805432 -1.6119173591 0.744008175
## 843 0.56106264 -0.403052928 0.67215875 -0.1917860181 0.763814213
## 844 4.89108656 3.760996057 3.73643163 2.9829013881 -3.144757745
## 845 0.64095838 -0.571672011 0.75128055 -0.3176018332 0.336084794
## 846 1.16740168 0.465650199 2.14449861 1.5719893776 -0.471597833
## 847 0.42781938 -0.564799941 0.38340848 -0.7029292821 0.862508414
## 848 0.60516107 -0.725900280 0.56304832 -0.8270734622 1.149614176
## 849 0.38798645 -0.820481455 0.33878279 -0.8806801951 0.778552217
## 850 0.41098170 -1.094274939 0.40545994 -1.0297544162 1.342133217
## 851 0.39436227 -1.123598583 0.40175348 -0.9202519776 0.453865575
## 852 0.55990044 -0.619356681 0.68814529 -0.2486803992 0.480131589
## 853 0.14446217 -2.190099267 0.25083604 -1.5693665143 1.497113243
## 854 0.23981591 -0.407317157 0.26219369 -0.8184172896 0.992282307
## 855 0.78357262 -0.197330188 0.70237399 -0.3124228791 -0.172044758
## 856 0.81970471 -0.127921266 0.89394371 0.0418374217 0.468608612
## 857 0.29233358 -1.496817507 0.36263816 -1.2120153731 1.391797992
## 858 0.67072345 -0.509465974 0.75327531 -0.3195658444 0.590618174
## 859 0.10596797 -2.754988496 0.08277788 -2.9649528374 1.275860608
## 860 6.34185183 4.540591625 4.91501546 3.7265221973 -5.967165867
## 861 0.41724808 -1.203806544 0.51164535 -0.9199914154 0.717063649
## 862 0.52616906 -0.777607068 0.42924566 -0.9457818651 0.809067279
## 863 0.48130406 -1.138076842 0.47566070 -1.1199978455 0.916727546
## 864 0.19447689 -1.933488647 0.21781387 -1.6587989043 1.750972651
## 865 0.37909774 -1.165498133 0.52556629 -0.6123156208 0.772869683
## 866 1.36105556 0.661993170 1.66660089 0.9178953943 -0.310587586
## 867 0.87683413 -0.019021481 0.98801461 0.1815341301 0.150397063
## 868 4.20927633 3.296932962 4.25386727 3.1652963854 -4.485286813
## 869 0.47520670 -0.212166910 0.60006841 -0.2153011737 0.738423674
## 870 0.61793405 -0.546584888 0.53287483 -0.7010204306 0.561070734
## 871 4.12569440 3.231661941 4.73716838 3.5032898496 -2.689519134
## 872 1.25006023 0.594645669 1.18446591 0.4939587376 -0.361401815
## 873 0.50671302 -0.638026072 0.61187259 -0.3383953338 0.367589883
## 874 0.17635254 -2.173689784 0.24497365 -1.8330240359 1.288167222
## 875 0.72851320 -0.307841161 0.72271221 -0.3057185322 0.402640985
## 876 1.54842435 0.946132556 1.34873288 0.6751168142 -0.416351347
## 877 0.26983656 -1.600142447 0.20597952 -1.8473342476 0.866822483
## 878 0.30843251 -1.550545623 0.37905813 -1.2984323441 1.009884530
## 879 0.40638136 -1.103329400 0.52576554 -0.7338333301 0.977023991
## 880 2.97423828 2.856623193 3.24581065 3.0474231460 -3.455043051
## 881 5.89511851 4.263101474 6.41184861 4.0709257151 -5.033107944
## 882 0.83319573 -0.043585810 0.79590411 -0.0474445279 0.279186310
## 883 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 884 0.98863884 0.237370627 0.97934879 0.2383491626 0.127537505
## 885 0.99979172 0.221730050 0.83116913 0.0068539799 0.039038074
## 886 0.47108454 -0.915817854 0.50633028 -0.7849948701 1.069703075
## 887 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 888 0.40212315 -1.290256355 0.39878562 -1.2997415402 0.731371172
## 889 0.60082049 -0.561006332 0.56470587 -0.5151753278 0.741153875
## 890 0.49842787 -0.851195651 0.74827732 -0.2573236886 0.742633933
## 891 3.03202532 2.462933355 2.68532120 2.0471596745 -2.360118434
## 892 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 893 1.51782631 0.899198487 1.91955904 1.2323359325 -0.647996330
## 894 2.55382360 2.059938176 4.39633203 3.1684210923 -2.283569915
## 895 0.39220179 -0.963716401 0.34230338 -0.9508885041 0.661944444
## 896 0.73016185 -0.272621093 1.11573920 0.3934569588 0.202779453
## 897 1.19208428 0.503170391 0.89492320 0.0509590364 -0.296282111
## 898 0.28320845 -1.531177075 0.35285989 -1.1906253536 1.153290246
## 899 0.38589416 -0.385761312 0.40467816 -0.5689040338 0.506672259
## 900 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 901 0.74805805 -0.271288907 0.79265245 -0.1305740495 0.195779591
## 902 0.57379085 -0.818516381 0.54527638 -0.8816054266 0.997922269
## 903 0.67573023 -0.540815744 0.68445446 -0.5076306991 0.886063661
## 904 1.18091396 0.486346251 1.22026442 0.5334735112 -0.134615769
## 905 0.18953699 -2.352741739 0.16408509 -2.4571483701 1.023398113
## 906 0.57290812 -0.659057583 0.51680872 -0.7787322401 0.730778851
## 907 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 908 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 909 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 910 2.36439384 1.968625639 1.92603633 1.5003677846 -1.488276784
## 911 0.79173125 -0.178948049 0.53638919 -0.7211605186 0.349862756
## 912 0.21934097 -1.951089386 0.23480590 -1.8854269775 0.974539614
## 913 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 914 1.05982033 0.308116219 0.87565463 0.0692661851 -0.234034312
## 915 0.22737754 -1.757796396 0.18516398 -1.8851327152 1.020078596
## 916 0.44704080 -1.038863034 0.53671947 -0.7820666675 0.722957146
## 917 0.78062369 -0.151900427 0.67026926 -0.3627927981 0.683794867
## 918 0.24633479 -1.766408864 0.24166326 -1.7796942002 1.016858120
## 919 0.29352643 -1.486095412 0.32895886 -1.3054522638 1.212729294
## 920 0.50647413 -0.168540165 0.61340224 -0.1950709997 0.766372741
## 921 3.75921822 3.076250189 3.30281967 2.7188183210 -4.656632786
## 922 1.45233574 0.865240732 1.68645229 1.1206303022 -0.750450764
## 923 0.42893548 -1.046372768 0.39321018 -1.0489394575 0.942644805
## 924 0.73487805 -0.277254646 1.02602793 0.2681099022 0.354612516
## 925 0.94885768 0.132883578 1.37514837 0.7050590237 0.083730412
## 926 1.07274537 0.318721649 0.84819540 -0.0074501231 0.080893128
## 927 0.65951477 -0.559019296 0.69680214 -0.4637724200 0.663965154
## 928 0.19966677 -2.234912897 0.21053119 -2.1453844380 0.702977637
## 929 0.81064066 -0.146081628 1.39681561 0.7591101443 0.510350339
## 930 1.56530412 1.042852761 1.95032104 1.5117997439 -0.350970933
## 931 0.35490889 -1.465316931 0.33862830 -1.5231183062 1.436711331
## 932 0.29811425 -1.483600622 0.22371304 -1.6363107486 0.912774784
## 933 1.29177232 0.649717548 1.75846805 1.2368828294 -0.596805099
## 934 1.47342648 0.894754674 1.32998246 0.6715771799 -1.126839279
## 935 0.56506977 -0.358312968 0.78991362 -0.0031383040 0.273120831
## 936 0.92064494 0.078597264 0.54602573 -0.5328438326 0.434052472
## 937 0.56367687 -0.125996796 0.96637792 0.2606996859 0.380682557
## 938 6.51269565 4.570527550 9.13923021 5.1160106080 -5.927546084
## 939 0.38589416 -0.385761312 0.40467816 -0.5689040338 0.506672259
## 940 0.76829773 -0.230061094 0.65791440 -0.3821540582 0.214502808
## 941 0.69254658 -0.386454826 0.54305956 -0.6525986696 0.215878744
## 942 0.45946924 -0.054468456 0.61112290 -0.1572959629 0.550065483
## 943 1.78858015 1.225428502 2.86674039 1.9981734886 -0.979692316
## 944 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 945 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 946 0.31429886 -1.414294213 0.39950864 -1.0951631286 0.975939934
## 947 0.68761819 -0.553559443 0.64567013 -0.6394005231 0.850564395
## 948 0.45739533 -1.230662695 0.47442786 -1.1340495967 0.564106632
## 949 0.39941399 -1.178189071 0.41646370 -1.1143419786 1.000236669
## 950 0.09178940 -2.575274076 0.12125909 -2.1813548434 1.635267509
## 951 0.25029906 -0.313047142 0.36279796 -0.5054059406 1.126859214
## 952 0.34853577 -1.368255204 0.42790915 -1.1026469362 1.086833066
## 953 7.16120334 4.888623368 5.67885181 3.9152167805 -5.638539833
## 954 0.19183649 -1.925205520 0.14192583 -1.9041447120 1.103915444
## 955 0.38798645 -0.820481455 0.33878279 -0.8806801951 0.778552217
## 956 0.36708760 -1.239686160 0.35261609 -1.1712956606 1.052299715
## 957 0.83207304 -0.122567825 0.80522862 -0.1750228955 -0.258803733
## 958 1.99262708 1.460685349 2.38643742 1.6703935650 -1.351573462
## 959 0.14037299 -2.812208931 0.15401573 -2.6448580430 1.963627461
## 960 0.27816982 -1.631071277 0.28860778 -1.5820506989 1.398131915#modified version (remove item with loading lower than 0.4)
DGS_7model_2 <- DGS %>%
select(c(DGS_10,DGS_26,DGS_41,DGS_57,DGS_69))
DGS_IRT_2 = mirt(data = DGS_7model_2,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -6563.745, Max-Change: 1.75503
Iteration: 2, Log-Lik: -6384.837, Max-Change: 0.89406
Iteration: 3, Log-Lik: -6327.918, Max-Change: 0.71735
Iteration: 4, Log-Lik: -6297.415, Max-Change: 0.66308
Iteration: 5, Log-Lik: -6283.593, Max-Change: 0.29407
Iteration: 6, Log-Lik: -6275.310, Max-Change: 0.23957
Iteration: 7, Log-Lik: -6271.347, Max-Change: 0.10112
Iteration: 8, Log-Lik: -6269.119, Max-Change: 0.09450
Iteration: 9, Log-Lik: -6267.748, Max-Change: 0.06210
Iteration: 10, Log-Lik: -6267.105, Max-Change: 0.04528
Iteration: 11, Log-Lik: -6266.100, Max-Change: 0.04164
Iteration: 12, Log-Lik: -6265.378, Max-Change: 0.02937
Iteration: 13, Log-Lik: -6264.595, Max-Change: 0.02465
Iteration: 14, Log-Lik: -6264.169, Max-Change: 0.02271
Iteration: 15, Log-Lik: -6263.817, Max-Change: 0.01593
Iteration: 16, Log-Lik: -6263.230, Max-Change: 0.01709
Iteration: 17, Log-Lik: -6263.057, Max-Change: 0.01294
Iteration: 18, Log-Lik: -6262.913, Max-Change: 0.01125
Iteration: 19, Log-Lik: -6262.711, Max-Change: 0.01003
Iteration: 20, Log-Lik: -6262.625, Max-Change: 0.01200
Iteration: 21, Log-Lik: -6262.554, Max-Change: 0.01064
Iteration: 22, Log-Lik: -6262.496, Max-Change: 0.00832
Iteration: 23, Log-Lik: -6262.446, Max-Change: 0.00493
Iteration: 24, Log-Lik: -6262.403, Max-Change: 0.00400
Iteration: 25, Log-Lik: -6262.261, Max-Change: 0.00177
Iteration: 26, Log-Lik: -6262.250, Max-Change: 0.00830
Iteration: 27, Log-Lik: -6262.240, Max-Change: 0.00213
Iteration: 28, Log-Lik: -6262.233, Max-Change: 0.00180
Iteration: 29, Log-Lik: -6262.226, Max-Change: 0.00140
Iteration: 30, Log-Lik: -6262.221, Max-Change: 0.00104
Iteration: 31, Log-Lik: -6262.210, Max-Change: 0.00162
Iteration: 32, Log-Lik: -6262.207, Max-Change: 0.00118
Iteration: 33, Log-Lik: -6262.205, Max-Change: 0.00094
Iteration: 34, Log-Lik: -6262.202, Max-Change: 0.00079
Iteration: 35, Log-Lik: -6262.200, Max-Change: 0.00095
Iteration: 36, Log-Lik: -6262.199, Max-Change: 0.00088
Iteration: 37, Log-Lik: -6262.194, Max-Change: 0.00149
Iteration: 38, Log-Lik: -6262.193, Max-Change: 0.00053
Iteration: 39, Log-Lik: -6262.193, Max-Change: 0.00041
Iteration: 40, Log-Lik: -6262.192, Max-Change: 0.00041
Iteration: 41, Log-Lik: -6262.192, Max-Change: 0.00055
Iteration: 42, Log-Lik: -6262.192, Max-Change: 0.00038
Iteration: 43, Log-Lik: -6262.192, Max-Change: 0.00025
Iteration: 44, Log-Lik: -6262.192, Max-Change: 0.00008summary(DGS_IRT_2)## F1 h2
## DGS_10 0.865 0.748
## DGS_26 0.639 0.409
## DGS_41 0.531 0.281
## DGS_57 0.544 0.296
## DGS_69 0.635 0.403
##
## SS loadings: 2.138
## Proportion Var: 0.428
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_2, IRTpars = T)## $DGS_10
## a1 b1 b2 b3 b4 b5 b6 c
## par 2.934 -2.176 -1.642 -1.369 -1.192 -0.703 0.203 0
##
## $DGS_26
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.415 -2.656 -1.95 -1.591 -1.24 -0.579 0.729 0
##
## $DGS_41
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.065 -2.355 -2.287 -1.004 -1.264 -0.477 0.572 0
##
## $DGS_57
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.104 -1.748 -1.81 -2.358 -1.841 -0.855 0.615 0
##
## $DGS_69
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.399 -1.969 -2.082 -1.569 -1.176 -0.875 0.306 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_2, 5, type = "trace")
itemplot(DGS_IRT_2, 5, type = "info")
plot(DGS_IRT_2, type = "trace")
plot(DGS_IRT_2, type = "info")
plot(DGS_IRT_2) #expected score curve
#person fit
fscores(DGS_IRT_2) #factor score for each participants## F1
## [1,] -0.148286524
## [2,] 1.584713486
## [3,] -0.267562465
## [4,] -0.173047448
## [5,] -1.245354371
## [6,] -0.400958966
## [7,] -0.182793775
## [8,] 0.776327997
## [9,] 1.584713486
## [10,] -1.004656667
## [11,] 0.387117565
## [12,] 0.029304373
## [13,] 0.925848984
## [14,] 0.202195001
## [15,] -1.002285997
## [16,] 0.496062760
## [17,] 0.317062286
## [18,] 0.337867645
## [19,] -0.471279828
## [20,] -1.683242221
## [21,] -0.466856432
## [22,] -0.437659308
## [23,] -0.894565793
## [24,] -0.056920009
## [25,] 0.043282674
## [26,] -1.711841848
## [27,] -0.956945223
## [28,] 0.779913229
## [29,] 0.779913229
## [30,] 1.584713486
## [31,] 1.210496142
## [32,] 0.935227134
## [33,] 0.848280800
## [34,] -0.019638059
## [35,] 0.055448088
## [36,] 0.175816295
## [37,] 0.120023525
## [38,] 0.114884992
## [39,] -0.441282955
## [40,] -0.844544145
## [41,] -0.295656524
## [42,] -0.662986218
## [43,] -1.306910587
## [44,] 0.853292228
## [45,] -0.432458020
## [46,] 0.383613461
## [47,] -0.021670996
## [48,] 0.255503022
## [49,] -0.180950725
## [50,] 0.624888315
## [51,] -0.803445859
## [52,] 1.120805367
## [53,] 1.222151162
## [54,] -1.325261781
## [55,] -0.143916518
## [56,] 1.222151162
## [57,] -1.189299874
## [58,] -1.004284611
## [59,] -0.295656524
## [60,] -0.436094531
## [61,] -0.325482913
## [62,] -1.171154567
## [63,] -0.916402025
## [64,] 1.584713486
## [65,] -0.024350344
## [66,] -1.391328839
## [67,] -1.130667582
## [68,] 1.222151162
## [69,] -0.002942803
## [70,] 0.496062760
## [71,] 0.779913229
## [72,] -0.692384147
## [73,] 1.120805367
## [74,] -0.542623670
## [75,] 0.844497019
## [76,] -0.096648547
## [77,] 0.117097949
## [78,] 0.628071013
## [79,] 1.584713486
## [80,] -0.683044888
## [81,] -0.143916518
## [82,] 0.159424795
## [83,] -0.594564560
## [84,] -0.191695292
## [85,] -0.148286524
## [86,] 0.440056259
## [87,] -1.350121051
## [88,] -0.678004776
## [89,] -0.896660271
## [90,] 1.210496142
## [91,] -0.259432592
## [92,] -1.050425736
## [93,] 1.120805367
## [94,] -0.263502710
## [95,] 1.125493539
## [96,] -0.896432195
## [97,] -0.766343304
## [98,] -0.756292560
## [99,] 0.853292228
## [100,] 0.133762661
## [101,] -1.596747087
## [102,] -0.259432592
## [103,] -1.389178162
## [104,] -1.008577717
## [105,] -0.959396151
## [106,] -0.532174535
## [107,] 1.584713486
## [108,] -1.020108393
## [109,] -1.452410540
## [110,] 0.700766428
## [111,] -0.434528082
## [112,] -1.129727960
## [113,] -1.173866254
## [114,] -0.295656524
## [115,] -1.248295006
## [116,] -0.019638059
## [117,] -0.263502710
## [118,] -1.289189217
## [119,] 1.120805367
## [120,] 0.844497019
## [121,] 0.159424795
## [122,] 0.383613461
## [123,] -0.532174535
## [124,] -0.374731353
## [125,] 1.584713486
## [126,] -0.766343304
## [127,] -0.818713024
## [128,] 0.028202481
## [129,] -0.019638059
## [130,] -1.324497206
## [131,] 0.935227134
## [132,] 0.624888315
## [133,] 0.290268781
## [134,] -0.954489788
## [135,] -0.738859979
## [136,] -1.111909442
## [137,] -0.739260602
## [138,] -1.043323340
## [139,] 1.120805367
## [140,] 0.628071013
## [141,] -0.182793775
## [142,] -0.019638059
## [143,] -1.382493501
## [144,] 0.570311228
## [145,] -0.295656524
## [146,] -0.110499809
## [147,] -0.143916518
## [148,] 0.329372207
## [149,] -0.781809516
## [150,] -1.130667582
## [151,] 1.584713486
## [152,] -1.348503354
## [153,] -0.818713024
## [154,] -0.404673567
## [155,] -0.148286524
## [156,] 0.779913229
## [157,] -0.361871069
## [158,] -0.263502710
## [159,] 0.383613461
## [160,] 1.584713486
## [161,] -1.130667582
## [162,] 0.311206185
## [163,] -1.310103388
## [164,] -1.163347161
## [165,] -1.002285997
## [166,] -0.888066709
## [167,] 0.925848984
## [168,] -1.052605543
## [169,] 0.272475581
## [170,] -1.085061993
## [171,] 0.319594004
## [172,] -0.935779282
## [173,] -0.045254279
## [174,] 0.114884992
## [175,] 1.584713486
## [176,] -0.683044888
## [177,] -0.019638059
## [178,] 0.935227134
## [179,] 1.584713486
## [180,] -0.993909151
## [181,] -0.436094531
## [182,] -0.295656524
## [183,] 0.159424795
## [184,] 0.935227134
## [185,] -0.766343304
## [186,] -0.307912073
## [187,] 0.844497019
## [188,] -1.248295006
## [189,] -0.143916518
## [190,] -0.019638059
## [191,] 0.677504579
## [192,] 0.023350172
## [193,] 0.632283845
## [194,] 0.178117787
## [195,] -1.248295006
## [196,] 1.584713486
## [197,] -0.856447673
## [198,] 0.038385035
## [199,] -0.567868447
## [200,] 0.935227134
## [201,] -0.608549531
## [202,] -0.645528347
## [203,] -0.143916518
## [204,] -0.562372191
## [205,] 1.222151162
## [206,] 0.178117787
## [207,] -0.462804465
## [208,] 1.584713486
## [209,] -2.012764505
## [210,] 1.210496142
## [211,] -1.304442359
## [212,] -0.051251430
## [213,] -0.865741878
## [214,] -1.221055965
## [215,] -0.587258380
## [216,] 0.624888315
## [217,] -0.432458020
## [218,] -1.113508747
## [219,] -0.474265033
## [220,] 0.570311228
## [221,] -1.096427737
## [222,] 0.632283845
## [223,] -1.214955459
## [224,] -0.056920009
## [225,] -1.111909442
## [226,] 0.386267545
## [227,] -0.618869877
## [228,] 0.560233155
## [229,] 1.584713486
## [230,] -0.093997987
## [231,] -0.683044888
## [232,] -0.143916518
## [233,] -1.248295006
## [234,] -1.321943160
## [235,] 1.210496142
## [236,] -0.148286524
## [237,] -1.676103384
## [238,] 1.584713486
## [239,] -0.054930258
## [240,] 0.331925846
## [241,] -0.400958966
## [242,] -0.539249357
## [243,] 0.628071013
## [244,] 1.584713486
## [245,] -0.589913604
## [246,] -1.194609558
## [247,] -1.063279099
## [248,] -0.766343304
## [249,] 1.210496142
## [250,] 0.925848984
## [251,] 1.210496142
## [252,] 1.210496142
## [253,] -1.287444903
## [254,] 0.001831642
## [255,] -0.659901101
## [256,] 1.584713486
## [257,] -1.088266623
## [258,] 0.853292228
## [259,] -0.991261551
## [260,] -0.019638059
## [261,] -1.393303595
## [262,] -1.021440608
## [263,] -0.766343304
## [264,] -0.634985375
## [265,] -0.865741878
## [266,] -1.776537566
## [267,] -0.474265033
## [268,] -0.445218157
## [269,] 1.584713486
## [270,] 0.566295195
## [271,] 0.319594004
## [272,] -0.148286524
## [273,] 0.844497019
## [274,] 0.154155112
## [275,] -0.370942035
## [276,] 0.844497019
## [277,] 1.584713486
## [278,] -1.171154567
## [279,] -0.571173320
## [280,] -0.180950725
## [281,] -0.019638059
## [282,] 1.584713486
## [283,] -0.019638059
## [284,] 0.112675140
## [285,] 0.265243934
## [286,] 0.329372207
## [287,] 0.213090578
## [288,] 1.222151162
## [289,] -0.655473453
## [290,] 0.570311228
## [291,] 1.210496142
## [292,] 0.563260654
## [293,] -0.019638059
## [294,] 0.219055303
## [295,] 0.219055303
## [296,] 0.364741805
## [297,] -0.259432592
## [298,] -1.426234839
## [299,] -0.738859979
## [300,] -0.019638059
## [301,] 1.120805367
## [302,] 0.754444395
## [303,] 0.383613461
## [304,] -1.177722251
## [305,] 1.584713486
## [306,] 0.628071013
## [307,] -0.180950725
## [308,] 0.154155112
## [309,] 1.584713486
## [310,] -0.471279828
## [311,] -0.019638059
## [312,] 1.584713486
## [313,] 0.114884992
## [314,] -0.148286524
## [315,] -1.230326738
## [316,] -0.959396151
## [317,] -0.019638059
## [318,] -0.081966473
## [319,] -0.672319896
## [320,] -1.294560237
## [321,] -0.019638059
## [322,] 0.776327997
## [323,] 0.219055303
## [324,] -1.171154567
## [325,] 0.853292228
## [326,] -0.019638059
## [327,] 0.018512322
## [328,] -0.329386011
## [329,] -0.766343304
## [330,] 0.624888315
## [331,] 0.935227134
## [332,] -0.182793775
## [333,] 1.222151162
## [334,] -0.915708670
## [335,] 1.120805367
## [336,] 1.125493539
## [337,] 1.222151162
## [338,] -0.019638059
## [339,] 0.114884992
## [340,] -0.844544145
## [341,] -0.769436325
## [342,] -0.437659308
## [343,] -0.287314280
## [344,] 1.584713486
## [345,] 1.584713486
## [346,] -1.237033665
## [347,] -0.096648547
## [348,] -0.587258380
## [349,] 0.563260654
## [350,] 1.125493539
## [351,] -0.297921135
## [352,] -0.935779282
## [353,] 0.159424795
## [354,] -1.171154567
## [355,] -0.655473453
## [356,] 1.210496142
## [357,] -1.049436622
## [358,] -0.443661449
## [359,] -0.955887338
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## [958,] 0.700766428
## [959,] -1.539775449
## [960,] -0.683044888mirt::itemfit(DGS_IRT_2)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_10 67.108 37 0.029 0.002
## 2 DGS_26 65.779 45 0.022 0.023
## 3 DGS_41 81.294 49 0.026 0.003
## 4 DGS_57 67.430 43 0.024 0.010
## 5 DGS_69 84.081 45 0.030 0.000mirt::personfit(DGS_IRT_2)## outfit z.outfit infit z.infit Zh
## 1 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 2 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 3 1.10202089 0.375466128 1.02746753 0.281678068 0.0654964146
## 4 2.91253305 2.058812921 4.01586126 2.646719849 -2.1392907064
## 5 0.39542710 -1.085602832 0.43228306 -0.973242631 1.1847506253
## 6 0.38906718 -0.911647146 0.52844990 -0.553239590 0.7398767952
## 7 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 8 1.45030800 0.779554077 1.62075982 0.949880070 -0.4846015936
## 9 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 10 0.35690106 -1.103998631 0.31979894 -1.252745583 0.5010050913
## 11 1.40863007 0.770061083 1.52640518 0.872559351 -0.7639944009
## 12 2.10991703 1.468446824 1.94917690 1.266581199 -1.6493655013
## 13 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 14 1.15518664 0.443902439 1.08620895 0.356581466 -0.2934032681
## 15 0.31453363 -1.236366084 0.38396079 -1.052541512 1.1073920041
## 16 1.97471280 1.365895931 2.61053819 1.810196068 -1.3660423100
## 17 0.65009237 -0.388786631 0.55169075 -0.513519719 0.6614816576
## 18 1.19224378 0.494463827 1.08066926 0.348562753 -0.3768083510
## 19 1.02305918 0.266751123 1.40045620 0.736711366 0.3064535542
## 20 0.99144493 0.174940905 1.13250245 0.412647340 -0.1833949019
## 21 1.27935834 0.599603242 1.55620681 0.904251749 -0.5844923556
## 22 0.78373977 -0.097477665 0.78987890 -0.075574043 0.3668105904
## 23 0.67221006 -0.329040315 0.59319093 -0.507364560 0.5167053857
## 24 0.60473290 -0.436639884 0.58033072 -0.432456196 0.5695597082
## 25 1.79407956 1.173925296 2.01002212 1.320305966 -1.5393221522
## 26 0.36317130 -1.320451382 0.48792082 -0.930430393 0.9349776755
## 27 0.25584864 -1.424929272 0.27760651 -1.383195930 1.0376026185
## 28 0.66317267 -0.265128164 0.72145098 -0.163936774 0.4234425117
## 29 0.66317267 -0.265128164 0.72145098 -0.163936774 0.4234425117
## 30 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 31 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 32 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 33 0.70866756 -0.156452929 0.76560291 -0.083797235 0.2589480025
## 34 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 35 2.16116742 1.518555186 2.07145987 1.373486900 -1.6171920515
## 36 0.60077857 -0.479904672 0.51411702 -0.585620201 0.4379253047
## 37 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 38 0.39040235 -0.974626643 0.50270977 -0.605174887 1.0395177733
## 39 1.83412598 1.189357305 1.97000839 1.297864545 -1.2886235183
## 40 0.40280645 -0.932393635 0.34767829 -1.116461701 0.6700661522
## 41 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 42 0.85682664 0.011987174 0.82967971 -0.032681809 0.2088588845
## 43 1.96107550 1.445800651 1.82439280 1.287940590 -2.3264873445
## 44 0.43914420 -0.657409150 0.47717149 -0.609890345 0.6488852722
## 45 0.21494392 -1.472276795 0.20997925 -1.450330374 0.9556836014
## 46 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 47 0.54050630 -0.577066930 0.52691253 -0.542381249 0.6947552567
## 48 4.41717320 3.126791493 4.45482317 2.934272278 -3.8737564922
## 49 0.32381539 -1.099161872 0.34404783 -0.973756628 0.9727614603
## 50 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 51 3.13001405 2.266439071 2.77773231 2.038422579 -2.1935157185
## 52 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 53 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 54 0.30841913 -1.408896886 0.28790760 -1.457515886 1.4554434194
## 55 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 56 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 57 0.04305355 -2.893816595 0.04288668 -2.908746916 1.2203658626
## 58 0.73540752 -0.223735035 0.80601896 -0.106695890 0.2911290587
## 59 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 60 0.39692811 -0.894066367 0.42002903 -0.807110877 0.6956945431
## 61 0.71842582 -0.206066480 0.68583031 -0.242031214 0.0952125164
## 62 0.19804122 -1.772088550 0.23055401 -1.640521731 1.3027558500
## 63 0.72116250 -0.238805160 0.73702579 -0.223047169 0.2942411868
## 64 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 65 0.69949021 -0.258602562 0.84268608 0.017603025 0.4883777218
## 66 0.33261770 -1.352344104 0.33367137 -1.309244870 1.2768507858
## 67 0.18233625 -1.821711468 0.20380603 -1.743701305 1.1599718871
## 68 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 69 1.81482489 1.188495922 1.64796110 0.986296286 -0.8508252048
## 70 1.97471280 1.365895931 2.61053819 1.810196068 -1.3660423100
## 71 0.66317267 -0.265128164 0.72145098 -0.163936774 0.4234425117
## 72 0.96562599 0.178993711 0.69180504 -0.277318291 0.2971676688
## 73 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 74 0.40562017 -0.883520885 0.32563147 -1.090209707 0.9138702463
## 75 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 76 0.96367594 0.179829291 0.80973204 -0.031646078 -0.2835949384
## 77 1.28505616 0.612990025 1.37147041 0.700995222 -0.5754888087
## 78 0.50587158 -0.648324625 0.49283714 -0.620051386 0.4480501220
## 79 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 80 0.14250397 -1.849816777 0.11293639 -2.027883032 1.1558136684
## 81 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 82 0.32559474 -1.176890460 0.27326496 -1.215730455 1.1588973812
## 83 0.81696395 -0.049784116 1.08236174 0.347741420 0.4860262853
## 84 1.38299911 0.720634582 1.12165140 0.404369034 -0.6007501376
## 85 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 86 0.86253003 0.003048843 0.99881789 0.237642518 -0.0682227028
## 87 1.41788088 0.816908625 1.50477710 0.920001442 -1.4609045854
## 88 1.32914611 0.662727179 1.32129741 0.653849393 -0.4054677406
## 89 2.77849803 2.035186597 3.38478315 2.502586239 -2.8640266449
## 90 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 91 0.44296148 -0.771393918 0.65616150 -0.290741986 0.7626506479
## 92 0.20903299 -1.653520988 0.20782383 -1.695188181 1.0507930150
## 93 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 94 0.29235149 -1.189041866 0.29298700 -1.128038049 1.0326280956
## 95 0.81349771 0.130672097 0.83693608 0.061065084 0.2313987667
## 96 1.27194042 0.596631227 1.13583633 0.417104097 -0.5565100176
## 97 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 98 1.07516158 0.335281442 1.09565890 0.362662093 0.0067514685
## 99 0.43914420 -0.657409150 0.47717149 -0.609890345 0.6488852722
## 100 1.92724006 1.316166647 1.81739025 1.153926642 -1.2971021271
## 101 1.18674977 0.498333974 1.21944071 0.544955208 -0.0655637404
## 102 0.44296148 -0.771393918 0.65616150 -0.290741986 0.7626506479
## 103 1.87402994 1.373259907 1.84698991 1.322183040 -1.9107195143
## 104 0.65208000 -0.386002755 0.68013873 -0.345103372 0.5798807449
## 105 0.78801926 -0.122757027 0.86862990 0.005915637 0.0645589619
## 106 0.24753064 -1.364610391 0.21154224 -1.477783460 0.8659571912
## 107 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 108 0.50881607 -0.702611336 0.56144180 -0.600332016 0.8825249533
## 109 0.35251343 -1.306427997 0.34729009 -1.276985317 1.1380921492
## 110 2.43400923 1.686130909 3.33162624 2.252459415 -1.6475417149
## 111 0.96893114 0.190283476 1.02383961 0.272760433 0.1665437576
## 112 0.47955117 -0.807884000 0.53210659 -0.689959175 0.8473755056
## 113 1.23897776 0.562420134 1.25764617 0.588920106 -0.2922914122
## 114 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 115 0.11341852 -2.301381104 0.11162283 -2.303131396 0.8754145100
## 116 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 117 0.29235149 -1.189041866 0.29298700 -1.128038049 1.0326280956
## 118 0.57218779 -0.631331157 0.56794054 -0.631374132 0.7808134686
## 119 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 120 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 121 0.32559474 -1.176890460 0.27326496 -1.215730455 1.1588973812
## 122 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 123 0.24753064 -1.364610391 0.21154224 -1.477783460 0.8659571912
## 124 0.98698730 0.217209096 0.88468572 0.076585207 0.1182155569
## 125 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 126 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 127 0.51366636 -0.652664950 0.68294277 -0.312635674 0.9575392632
## 128 1.49865612 0.861537394 1.81890258 1.149614240 -0.9675920374
## 129 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 130 3.99811120 3.115832232 3.73659639 2.903644403 -7.4118135999
## 131 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 132 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 133 5.61127635 3.752277638 5.35157156 3.371527993 -4.4661559690
## 134 0.35555699 -1.092297213 0.35379627 -1.129648935 0.7431525608
## 135 0.62716728 -0.401893649 0.82298722 -0.051345109 0.8406850192
## 136 0.09773936 -2.307789156 0.09061976 -2.396145978 1.0646377693
## 137 1.19589964 0.497419665 1.22175494 0.531366067 -1.0553578847
## 138 0.57361312 -0.559280108 0.57467730 -0.574572012 0.6843877108
## 139 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 140 0.50587158 -0.648324625 0.49283714 -0.620051386 0.4480501220
## 141 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 142 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 143 0.27934451 -1.545943369 0.28987245 -1.463947539 1.1170235439
## 144 0.44896515 -0.806905385 0.42788042 -0.778173231 0.6609481164
## 145 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 146 0.68559138 -0.274463249 0.70556355 -0.201855035 0.4001823524
## 147 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 148 0.93904427 0.125256605 0.99930887 0.237969690 -0.0235741898
## 149 1.42917061 0.783183988 1.53072048 0.903707944 -0.5716392352
## 150 0.18233625 -1.821711468 0.20380603 -1.743701305 1.1599718871
## 151 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 152 1.08404409 0.336387549 0.93268478 0.091096506 -0.1463025002
## 153 0.51366636 -0.652664950 0.68294277 -0.312635674 0.9575392632
## 154 0.25540999 -1.318046278 0.23528268 -1.346930745 1.0102756514
## 155 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 156 0.66317267 -0.265128164 0.72145098 -0.163936774 0.4234425117
## 157 2.20937659 1.518296777 2.14871875 1.440589063 -1.2144389267
## 158 0.29235149 -1.189041866 0.29298700 -1.128038049 1.0326280956
## 159 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 160 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 161 0.18233625 -1.821711468 0.20380603 -1.743701305 1.1599718871
## 162 0.65077733 -0.387264506 0.66684948 -0.289555586 0.7121293016
## 163 0.47078090 -0.895742183 0.46058940 -0.907099539 0.8788339275
## 164 1.66752687 1.092162838 1.71310742 1.147993543 -0.8789901676
## 165 0.31453363 -1.236366084 0.38396079 -1.052541512 1.1073920041
## 166 0.55431216 -0.571321871 0.67545320 -0.337260817 0.5704765701
## 167 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 168 2.92880529 2.200545999 3.02284407 2.302088457 -2.4229442342
## 169 1.41873340 0.781765276 1.84009574 1.181166152 -0.6616690381
## 170 0.31224869 -1.277417610 0.35413937 -1.165783524 1.1805671149
## 171 0.82428156 -0.064182319 0.73923154 -0.161940926 0.2103972096
## 172 0.14115286 -1.930457316 0.14498815 -1.958535450 0.9771843420
## 173 2.28602546 1.606150265 2.28431467 1.539924657 -1.7497967936
## 174 0.39040235 -0.974626643 0.50270977 -0.605174887 1.0395177733
## 175 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 176 0.14250397 -1.849816777 0.11293639 -2.027883032 1.1558136684
## 177 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 178 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 179 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 180 1.13450795 0.415302103 1.15684390 0.446403512 -0.1768130681
## 181 0.39692811 -0.894066367 0.42002903 -0.807110877 0.6956945431
## 182 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 183 0.32559474 -1.176890460 0.27326496 -1.215730455 1.1588973812
## 184 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 185 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 186 0.86559839 0.037171063 0.70194206 -0.212668004 0.1822865139
## 187 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 188 0.11341852 -2.301381104 0.11162283 -2.303131396 0.8754145100
## 189 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 190 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 191 3.17028478 2.224644808 3.51595938 2.369310669 -2.4526762291
## 192 0.60044529 -0.457736998 0.64647027 -0.311762239 0.4456287777
## 193 0.96019160 0.173330085 1.19447250 0.494114089 0.0211206603
## 194 0.80918426 -0.084137408 0.69257169 -0.238214937 0.1429485636
## 195 0.11341852 -2.301381104 0.11162283 -2.303131396 0.8754145100
## 196 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 197 1.10287904 0.372607375 1.09318566 0.357516045 -0.1811195862
## 198 0.88657366 0.054434875 0.82053558 -0.018792693 -0.1183583359
## 199 0.34507609 -1.053918408 0.28232438 -1.234254891 0.8871851022
## 200 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 201 5.00974359 3.305652637 5.16622557 3.368407980 -5.4890040392
## 202 3.45952289 2.453526805 2.86734868 2.054466360 -2.9506587371
## 203 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 204 0.71294214 -0.226872728 0.72759171 -0.194438020 0.2514652509
## 205 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 206 0.80918426 -0.084137408 0.69257169 -0.238214937 0.1429485636
## 207 1.97522337 1.321211913 1.85958378 1.200785755 -1.0917206432
## 208 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 209 2.40380621 1.961777811 3.26240695 2.833987495 -3.4617211785
## 210 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 211 0.67914776 -0.394781227 0.67239793 -0.399648458 0.5867248450
## 212 5.62381783 3.601245639 5.56859419 3.399984102 -4.6670569818
## 213 0.17892431 -1.713892780 0.17964034 -1.751532960 1.0707295128
## 214 1.37546311 0.747964507 1.25417934 0.585446163 -0.1954190726
## 215 1.04746859 0.298974862 1.10137630 0.373528589 -0.0398739073
## 216 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 217 0.21494392 -1.472276795 0.20997925 -1.450330374 0.9556836014
## 218 1.81844295 1.245519511 1.69060913 1.116894527 -0.5661084432
## 219 0.52008442 -0.602254225 0.47506608 -0.683588423 0.6900120606
## 220 0.44896515 -0.806905385 0.42788042 -0.778173231 0.6609481164
## 221 0.89874066 0.051995794 0.83411929 -0.065122110 -0.2063780353
## 222 0.96019160 0.173330085 1.19447250 0.494114089 0.0211206603
## 223 0.99534585 0.200291888 1.03280578 0.259749946 -0.2832021066
## 224 0.60473290 -0.436639884 0.58033072 -0.432456196 0.5695597082
## 225 0.09773936 -2.307789156 0.09061976 -2.396145978 1.0646377693
## 226 1.29759127 0.632445265 1.18697383 0.485025107 -0.6296084911
## 227 0.74678909 -0.170258796 0.99140806 0.219505121 0.4683683635
## 228 1.16673682 0.459396203 1.25602021 0.568422487 -0.2250635561
## 229 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 230 2.01471201 1.363876975 2.16654146 1.443781311 -1.1502198802
## 231 0.14250397 -1.849816777 0.11293639 -2.027883032 1.1558136684
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## 286 0.93904427 0.125256605 0.99930887 0.237969690 -0.0235741898
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## 300 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 303 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
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## 305 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 309 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 311 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 312 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 317 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 318 3.39604217 2.400220918 3.36024379 2.275631027 -3.3020888299
## 319 1.22059077 0.528724996 1.25992493 0.578392916 -0.0611161205
## 320 0.98221691 0.173759429 0.87399366 -0.008661909 0.3157955079
## 321 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 324 0.19804122 -1.772088550 0.23055401 -1.640521731 1.3027558500
## 325 0.43914420 -0.657409150 0.47717149 -0.609890345 0.6488852722
## 326 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 333 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
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## 338 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 342 0.78373977 -0.097477665 0.78987890 -0.075574043 0.3668105904
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## 345 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 361 0.95371444 0.161649494 0.99943992 0.228399546 -0.0270439689
## 362 2.51554036 1.777660459 2.15204340 1.468669653 -2.6712920674
## 363 9.81551976 5.158191017 9.10247184 4.900919999 -9.0783118603
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## 369 1.57115119 1.046813115 1.49792217 0.952291280 -0.8850757742
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## 381 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 382 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 383 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 386 0.75185473 -0.182453160 0.72004963 -0.254755161 0.0089999102
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## 388 2.36393781 1.668770296 2.99304874 2.046476044 -1.6481591149
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## 395 1.36581509 0.728071761 1.36078070 0.724561491 -0.7260472000
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## 397 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 402 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
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## 407 0.95457505 0.163352299 0.91688238 0.105897468 -0.0588689377
## 408 2.43400923 1.686130909 3.33162624 2.252459415 -1.6475417149
## 409 3.20005568 2.374346178 2.78504431 2.103632767 -3.3177105960
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## 420 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
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## 422 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 435 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 440 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
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## 444 0.81349771 0.130672097 0.83693608 0.061065084 0.2313987667
## 445 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 446 0.57006895 -0.541067299 0.69685620 -0.299147067 0.8272089052
## 447 2.63116130 1.909554227 2.44498935 1.673173715 -2.6247910075
## 448 1.39019103 0.786364672 1.29415206 0.646362242 -0.3596434982
## 449 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 450 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 451 1.08970395 0.354075555 0.94846036 0.168412431 0.0463813453
## 452 0.36652275 -1.303423154 0.41264973 -1.130104026 0.4776729639
## 453 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
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## 455 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 456 2.99560087 2.226052059 4.04675798 2.719990406 -1.9637335109
## 457 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 458 0.63608583 -0.473415667 0.71637795 -0.302273332 0.4327894743
## 459 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 462 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 463 2.29406495 1.861394190 2.36960001 1.905100353 -2.2097950116
## 464 0.47078090 -0.895742183 0.46058940 -0.907099539 0.8788339275
## 465 1.46852930 0.825371017 1.31826132 0.639292821 -0.6424898826
## 466 0.93741373 0.130509421 0.93260106 0.116942899 0.1248660637
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## 471 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 472 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 486 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 488 2.43400923 1.686130909 3.33162624 2.252459415 -1.6475417149
## 489 0.96893114 0.190283476 1.02383961 0.272760433 0.1665437576
## 490 1.72951427 1.134639240 1.75110266 1.171137631 -0.5131509780
## 491 0.98737010 0.203695041 1.03649114 0.290760788 -0.1423706298
## 492 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 495 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 496 2.99560087 2.226052059 4.04675798 2.719990406 -1.9637335109
## 497 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 498 2.10523632 1.500974496 2.11679370 1.427587902 -1.7998583631
## 499 0.62296981 -0.513635376 0.63031771 -0.488681759 0.2821273340
## 500 1.81942015 1.315789384 1.97053906 1.456491468 -1.2963179782
## 501 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 504 1.11087885 0.384392968 1.14606486 0.431644020 -0.2609034999
## 505 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 506 0.16202531 -2.168926304 0.17588119 -2.020780528 1.7037456573
## 507 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 508 1.20253331 0.504822116 1.20810757 0.510458197 -0.1792728653
## 509 1.46435934 0.895772358 1.60800779 1.062625724 -0.8415600034
## 510 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 511 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 512 1.20046968 0.508482684 1.15432258 0.443372710 -0.1056763756
## 513 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 515 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 516 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 517 1.23453089 0.546260507 1.35475921 0.681287358 -0.2654204616
## 518 0.43914420 -0.657409150 0.47717149 -0.609890345 0.6488852722
## 519 0.49286929 -0.719906606 0.44909214 -0.731014462 0.7208725596
## 520 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 521 1.29099769 0.612560047 1.09526617 0.369741288 -0.6610597298
## 522 0.40562017 -0.883520885 0.32563147 -1.090209707 0.9138702463
## 523 3.56164670 2.475085030 3.70449451 2.511059611 -3.5490197944
## 524 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 525 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 526 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 527 0.20903299 -1.653520988 0.20782383 -1.695188181 1.0507930150
## 528 0.35251343 -1.306427997 0.34729009 -1.276985317 1.1380921492
## 529 0.29235149 -1.189041866 0.29298700 -1.128038049 1.0326280956
## 530 0.88245635 0.042370389 0.96674155 0.168984701 0.1867953165
## 531 0.43682489 -0.829547024 0.48095090 -0.644751008 0.8662998249
## 532 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 533 0.04305355 -2.893816595 0.04288668 -2.908746916 1.2203658626
## 534 2.31268614 1.711796560 2.09445536 1.528576535 -1.4996824106
## 535 0.24753064 -1.364610391 0.21154224 -1.477783460 0.8659571912
## 536 0.24223696 -1.390288831 0.18320830 -1.610779076 1.1523501943
## 537 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 538 0.44333954 -0.818011678 0.52743118 -0.633050828 0.6650240322
## 539 2.55991003 1.874026103 2.76714206 2.068612690 -2.5844362407
## 540 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 541 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 542 0.69488357 -0.391691462 0.68755879 -0.384962571 0.8792176871
## 543 0.93904427 0.125256605 0.99930887 0.237969690 -0.0235741898
## 544 0.33097804 -1.089284282 0.29051449 -1.093564152 0.4628651418
## 545 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 547 1.29186232 0.625247393 1.33383673 0.660763369 -0.4804662147
## 548 1.68299005 1.066378565 1.63779191 1.029402456 -1.1709786824
## 549 3.53648863 2.591617093 4.04803357 2.960181237 -3.5907393518
## 550 0.92386206 0.108503245 1.02551898 0.276776577 0.1484499436
## 551 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 552 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 553 0.93904427 0.125256605 0.99930887 0.237969690 -0.0235741898
## 554 0.14250397 -1.849816777 0.11293639 -2.027883032 1.1558136684
## 555 0.27479662 -1.245658943 0.29589273 -1.122789702 0.9455651586
## 556 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 559 0.70866756 -0.156452929 0.76560291 -0.083797235 0.2589480025
## 560 0.30967447 -1.430459158 0.29510843 -1.444222569 1.1776650345
## 561 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 562 1.53245776 0.890331204 1.59874815 0.955905475 -0.3103198349
## 563 3.74571575 2.794085673 3.61676932 2.740261673 -5.1680505551
## 564 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 565 0.29235149 -1.189041866 0.29298700 -1.128038049 1.0326280956
## 566 0.85334156 -0.082267522 1.13498156 0.418526592 0.1267333496
## 567 0.39040235 -0.974626643 0.50270977 -0.605174887 1.0395177733
## 568 1.70607060 1.087257127 1.66793836 1.011274413 -0.9702917644
## 569 0.50495476 -0.657842078 0.53522733 -0.525526134 0.7289342109
## 570 1.00922630 0.248293046 0.93832662 0.153676035 0.0601372814
## 571 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 572 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 573 0.45869131 -0.813619768 0.49585139 -0.629152146 0.6577979450
## 574 0.20883482 -1.536573735 0.17899154 -1.667642009 1.1605785037
## 575 2.12586977 1.452217513 2.13013923 1.435611960 -1.3215832826
## 576 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 577 2.58615992 2.039545758 2.27713775 1.743809078 -2.9333871564
## 578 0.25794642 -1.629265441 0.25170702 -1.612313145 1.0753708006
## 579 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 580 1.02986590 0.264661054 1.09685134 0.369893061 -0.1057339724
## 581 0.43515937 -0.846155116 0.56830180 -0.551249070 0.9799578688
## 582 1.93085794 1.398866667 2.00112159 1.466599614 -1.3645792345
## 583 0.73452280 -0.223419738 0.78263962 -0.088340048 0.5199613143
## 584 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 586 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 587 0.17881776 -1.777382553 0.18197831 -1.803998349 0.9972661792
## 588 1.38299911 0.720634582 1.12165140 0.404369034 -0.6007501376
## 589 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 590 0.66317267 -0.265128164 0.72145098 -0.163936774 0.4234425117
## 591 4.49859309 3.177025832 4.57986501 3.000686600 -3.8345162888
## 592 2.43841185 1.734433444 2.57792429 1.846923320 -1.4082133892
## 593 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 594 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 595 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 598 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 599 1.63206880 1.002747285 1.63076642 0.969188357 -1.3408091917
## 600 1.08257560 0.346085773 0.98800616 0.210034705 -0.4191468329
## 601 0.39040235 -0.974626643 0.50270977 -0.605174887 1.0395177733
## 602 0.65077733 -0.387264506 0.66684948 -0.289555586 0.7121293016
## 603 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
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## 605 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 606 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 607 0.96155887 0.180626840 0.94201803 0.164650985 0.1584264682
## 608 0.76342385 -0.158776772 0.83108424 -0.051527558 0.5285574219
## 609 1.08970395 0.354075555 0.94846036 0.168412431 0.0463813453
## 610 0.27479662 -1.245658943 0.29589273 -1.122789702 0.9455651586
## 611 1.35936973 0.694613257 1.59863641 0.934989729 -0.7938117204
## 612 0.66864560 -0.452139861 0.68960783 -0.382540760 -0.1636064060
## 613 0.60077857 -0.479904672 0.51411702 -0.585620201 0.4379253047
## 614 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 615 10.51221484 5.553096278 10.32828546 5.122719063 -7.3181855511
## 616 2.09369245 1.432932096 2.81272093 1.923019025 -1.0497420159
## 617 0.11341852 -2.301381104 0.11162283 -2.303131396 0.8754145100
## 618 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 619 0.32170623 -1.097551646 0.35613435 -0.953685464 0.8644443737
## 620 1.09931393 0.366527248 1.11239295 0.390820895 -0.4287338847
## 621 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 622 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 623 1.01142112 0.251858153 1.50701870 0.847051928 0.4444238764
## 624 1.48614436 0.871016843 1.50619256 0.901613926 -0.2297896885
## 625 3.85364342 2.758415459 3.87194611 2.601697616 -3.1635107698
## 626 9.48920858 5.050342796 9.40657673 4.777474971 -7.5631441952
## 627 2.91552331 2.132041842 3.15198056 2.335746716 -4.0314208436
## 628 2.15075853 1.671469761 2.21342912 1.701954682 -1.7083256696
## 629 0.78818654 -0.098056853 1.02975998 0.274946866 -0.0934046393
## 630 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 632 0.51797555 -0.693454839 0.54387706 -0.649878191 0.7276672283
## 633 0.70866756 -0.156452929 0.76560291 -0.083797235 0.2589480025
## 634 0.51366636 -0.652664950 0.68294277 -0.312635674 0.9575392632
## 635 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 636 1.56279247 0.859831979 1.83392134 1.128873217 -0.6191497099
## 637 0.64196042 -0.533217906 0.76999004 -0.245454485 0.6263693551
## 638 0.43914420 -0.657409150 0.47717149 -0.609890345 0.6488852722
## 639 3.00308436 2.511520967 2.99964229 2.467832513 -4.3549369937
## 640 0.54050630 -0.577066930 0.52691253 -0.542381249 0.6947552567
## 641 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
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## 643 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 644 2.92733050 2.176877629 2.82822914 1.970818111 -2.0603853103
## 645 0.58896118 -0.476829237 0.68093693 -0.300170086 0.6289441486
## 646 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 647 0.81696395 -0.049784116 1.08236174 0.347741420 0.4860262853
## 648 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 649 0.79685806 -0.076766803 0.86721792 0.044537291 0.3815422428
## 650 0.32559474 -1.176890460 0.27326496 -1.215730455 1.1588973812
## 651 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 652 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 653 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 654 1.18000091 0.481484105 1.26001768 0.594327290 -0.2332994059
## 655 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 656 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 657 0.40562017 -0.883520885 0.32563147 -1.090209707 0.9138702463
## 658 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 659 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 660 0.45869131 -0.813619768 0.49585139 -0.629152146 0.6577979450
## 661 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 662 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 663 0.21520953 -1.554666927 0.24091882 -1.488614583 1.1304077042
## 664 1.07552991 0.334357320 0.85466992 0.029622644 0.0001009019
## 665 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 666 0.30621833 -1.185648479 0.26634368 -1.320042670 0.8928487812
## 667 0.76342385 -0.158776772 0.83108424 -0.051527558 0.5285574219
## 668 0.37979673 -1.134884342 0.37264161 -1.150761928 0.4701243311
## 669 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 670 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 671 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 672 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 673 2.47107407 1.947189487 2.49084332 1.943166779 -3.4225557097
## 674 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 675 0.24506638 -1.654546031 0.23545145 -1.666100199 0.7175021116
## 676 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 677 0.79685806 -0.076766803 0.86721792 0.044537291 0.3815422428
## 678 2.81396502 2.008238919 3.04643704 2.159341022 -1.6660471204
## 679 1.68710182 1.060624069 1.95340550 1.326685904 -1.0536957292
## 680 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 681 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 682 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 683 0.32559474 -1.176890460 0.27326496 -1.215730455 1.1588973812
## 684 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 685 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 686 1.19515032 0.495842967 1.17168978 0.465784904 -0.7960616129
## 687 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 688 2.79240606 2.022531507 2.99719633 2.058750466 -2.7740080199
## 689 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 690 0.73452280 -0.223419738 0.78263962 -0.088340048 0.5199613143
## 691 0.54573793 -0.547128113 0.58104568 -0.428746564 0.5505204312
## 692 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 693 1.44232780 0.789749577 1.76440080 1.116679818 -0.4715904426
## 694 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 695 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 696 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 697 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 698 2.50516092 1.844274329 2.01447256 1.337168369 -2.0887033171
## 699 0.46647841 -0.747567590 0.43487385 -0.830182678 0.8260164854
## 700 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 701 0.45402826 -1.009060410 0.44146640 -1.005932132 1.3071560240
## 702 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 703 0.34707845 -1.022740242 0.35464120 -0.953610525 0.9425512642
## 704 0.91233287 0.107933205 1.06813621 0.333820400 -0.2465209194
## 705 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 706 2.21840623 1.631910758 2.40326945 1.814953474 -2.3277984471
## 707 0.32170623 -1.097551646 0.35613435 -0.953685464 0.8644443737
## 708 0.29595161 -1.223045497 0.35310742 -1.052742640 0.8994104765
## 709 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 710 0.73560922 -0.176124170 0.75075155 -0.131481773 0.5322990477
## 711 0.38324140 -1.065911408 0.38363654 -1.083139354 0.6954730094
## 712 1.67486524 1.042029382 1.82917073 1.155163661 -0.8466728518
## 713 0.57129576 -0.532074880 0.46740746 -0.794335230 0.5443497744
## 714 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 715 0.57000562 -0.507345535 0.73990500 -0.145049304 0.6228809986
## 716 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 717 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 718 3.12469746 2.628066363 3.04879038 2.632619316 -3.4829802419
## 719 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 720 2.85405045 2.266178300 4.18051402 3.209393648 -3.5782535740
## 721 0.97743155 0.194455343 0.99863290 0.222959865 -0.0499538173
## 722 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 723 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 724 0.35179495 -1.161898233 0.35148730 -1.182321426 0.6358548567
## 725 0.29811284 -1.261907880 0.40901296 -0.957840565 1.1619791344
## 726 0.73394430 -0.187544807 0.79447070 -0.076976236 0.2636851538
## 727 0.32381539 -1.099161872 0.34404783 -0.973756628 0.9727614603
## 728 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 729 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 730 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 731 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 732 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 733 1.06145588 0.320551977 0.90684550 0.107362102 -0.3872389514
## 734 0.90363283 0.057166364 0.87657235 0.006855783 -0.3649291082
## 735 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 736 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 737 0.96367594 0.179829291 0.80973204 -0.031646078 -0.2835949384
## 738 0.93822463 0.135321340 0.79629239 -0.056762952 -0.1335721247
## 739 1.37218997 0.713763102 1.49466099 0.854526656 -0.3178460494
## 740 1.16673682 0.459396203 1.25602021 0.568422487 -0.2250635561
## 741 0.66317267 -0.265128164 0.72145098 -0.163936774 0.4234425117
## 742 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 743 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 744 1.58299010 0.970159716 1.49973659 0.884948787 -1.4497387500
## 745 0.32274417 -1.467669940 0.35783899 -1.356296279 1.3996331869
## 746 1.07552991 0.334357320 0.85466992 0.029622644 0.0001009019
## 747 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 748 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 749 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 750 0.50495476 -0.657842078 0.53522733 -0.525526134 0.7289342109
## 751 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 752 0.54917966 -0.743954947 0.53566321 -0.745273142 0.5123567695
## 753 1.43290130 0.783224956 1.56417958 0.904585231 -0.7088072978
## 754 1.22938656 0.539946668 1.34118295 0.677996163 -0.1893325133
## 755 1.66066556 1.041016400 2.03570264 1.425636695 -1.1802094683
## 756 1.64605274 1.006857285 1.42777408 0.758893223 -1.0252428640
## 757 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 758 0.44896515 -0.806905385 0.42788042 -0.778173231 0.6609481164
## 759 0.51033675 -0.633340705 0.51015877 -0.624384312 0.6299622367
## 760 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 761 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 762 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 763 0.20883482 -1.536573735 0.17899154 -1.667642009 1.1605785037
## 764 0.65077733 -0.387264506 0.66684948 -0.289555586 0.7121293016
## 765 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 766 1.98269906 1.394215811 1.90672751 1.335645786 -1.5409546709
## 767 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 768 1.65559571 1.011908522 2.14597160 1.438748780 -0.9931320438
## 769 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 770 0.84215927 -0.006359317 0.90086063 0.090212663 -0.1430832010
## 771 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 772 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 773 3.09917901 2.304418972 2.98181076 2.077750909 -2.3310117222
## 774 3.81573557 2.746226761 5.23525823 3.306200357 -2.6711835174
## 775 0.32559474 -1.176890460 0.27326496 -1.215730455 1.1588973812
## 776 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 777 0.40757150 -0.882147628 0.41165180 -0.860336413 0.8951911727
## 778 1.40863007 0.770061083 1.52640518 0.872559351 -0.7639944009
## 779 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 780 0.47008312 -0.757183688 0.51826303 -0.573275593 0.7071747441
## 781 0.98319595 0.204562138 0.83677739 0.007948568 -0.2804360690
## 782 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 783 0.29811284 -1.261907880 0.40901296 -0.957840565 1.1619791344
## 784 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 785 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 786 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 787 0.38906718 -0.911647146 0.52844990 -0.553239590 0.7398767952
## 788 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 789 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 790 0.29235149 -1.189041866 0.29298700 -1.128038049 1.0326280956
## 791 0.68098312 -0.323705395 0.80082669 -0.058998810 0.3841036217
## 792 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 793 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 794 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 795 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 796 0.48267141 -0.721409933 0.59803883 -0.478611513 0.7250381310
## 797 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 798 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 799 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 800 1.58067295 0.942848225 1.19468664 0.495093019 -0.7570571206
## 801 0.10217974 -2.041976081 0.13862520 -1.719558349 1.3687764104
## 802 0.65077733 -0.387264506 0.66684948 -0.289555586 0.7121293016
## 803 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 804 0.50495476 -0.657842078 0.53522733 -0.525526134 0.7289342109
## 805 4.56883185 3.178520050 4.80476487 3.363866084 -6.3181401341
## 806 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 807 0.81349771 0.130672097 0.83693608 0.061065084 0.2313987667
## 808 0.24223696 -1.390288831 0.18320830 -1.610779076 1.1523501943
## 809 0.44296148 -0.771393918 0.65616150 -0.290741986 0.7626506479
## 810 0.34472675 -1.059086096 0.36620895 -0.988955016 0.8741228718
## 811 1.01142112 0.251858153 1.50701870 0.847051928 0.4444238764
## 812 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 813 3.51320904 2.935980531 2.95297522 2.531806569 -2.9696363864
## 814 0.70866756 -0.156452929 0.76560291 -0.083797235 0.2589480025
## 815 1.41873545 0.776479187 1.28968299 0.607978589 -0.9169448658
## 816 0.65009237 -0.388786631 0.55169075 -0.513519719 0.6614816576
## 817 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 818 1.73285329 1.164030851 1.48460900 0.881492030 -0.8557953911
## 819 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 820 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 821 0.16202531 -2.168926304 0.17588119 -2.020780528 1.7037456573
## 822 0.65009237 -0.388786631 0.55169075 -0.513519719 0.6614816576
## 823 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 824 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 825 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 826 0.54705862 -0.551522152 0.50289667 -0.638048500 0.5088552554
## 827 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 828 0.60285432 -0.426115106 0.58040846 -0.451371610 0.6267319044
## 829 0.11341852 -2.301381104 0.11162283 -2.303131396 0.8754145100
## 830 3.77614735 2.648348437 3.56220137 2.399601625 -2.7453589655
## 831 0.39040235 -0.974626643 0.50270977 -0.605174887 1.0395177733
## 832 3.84542821 2.680483201 4.17990302 2.859180699 -4.4305232644
## 833 1.26867216 0.598100609 1.51944602 0.916118325 -1.1641615964
## 834 1.53904499 0.892297639 1.47813761 0.812370578 -0.8173380831
## 835 0.98737010 0.203695041 1.03649114 0.290760788 -0.1423706298
## 836 1.37218997 0.713763102 1.49466099 0.854526656 -0.3178460494
## 837 0.36477028 -1.038482866 0.39267163 -0.984804662 0.7552698095
## 838 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 839 0.93734983 0.122554406 0.89009091 0.079581288 -0.0744323553
## 840 0.27826896 -1.522409349 0.27731273 -1.497856809 1.3950585292
## 841 0.30827098 -1.175065491 0.28511663 -1.162016196 0.8914180754
## 842 0.23902099 -1.593541035 0.22550017 -1.662522642 0.7403890871
## 843 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 844 6.57833672 3.969350867 6.00603790 3.675624055 -3.5784889747
## 845 0.28511482 -1.292677067 0.28208252 -1.336089078 0.7814490726
## 846 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 847 0.51315905 -0.274898648 0.61275214 -0.281564857 0.6433599175
## 848 0.69973753 -0.337657232 0.69140145 -0.352676725 0.7307716897
## 849 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 850 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 851 0.47008312 -0.757183688 0.51826303 -0.573275593 0.7071747441
## 852 0.47008312 -0.757183688 0.51826303 -0.573275593 0.7071747441
## 853 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 854 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 855 0.81929682 -0.065807422 0.85893034 0.035735536 0.2967982414
## 856 0.81929682 -0.065807422 0.85893034 0.035735536 0.2967982414
## 857 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 858 0.43577463 -0.914032957 0.45900121 -0.869142228 0.7140412044
## 859 0.14528238 -1.953622717 0.12135278 -2.140867758 1.0311154150
## 860 7.26687422 4.288353672 6.15755596 3.828520621 -6.4215692454
## 861 0.17881776 -1.777382553 0.18197831 -1.803998349 0.9972661792
## 862 0.66479298 -0.329068213 0.62949350 -0.342675924 0.5678424670
## 863 0.51387901 -0.818992775 0.53312179 -0.737600962 0.5136949460
## 864 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 865 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 866 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 867 0.47309284 -0.699020352 0.48748777 -0.628838539 0.6789672947
## 868 4.76468604 3.136944768 5.78168024 3.484839411 -5.0234878047
## 869 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 870 0.75895191 -0.141039661 0.75177510 -0.123990795 0.2719111981
## 871 0.73452280 -0.223419738 0.78263962 -0.088340048 0.5199613143
## 872 1.40767643 0.754324070 1.44838773 0.800618008 -0.3195314308
## 873 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 874 0.07011696 -2.351383130 0.06138624 -2.464066893 1.2390924850
## 875 0.73560922 -0.176124170 0.75075155 -0.131481773 0.5322990477
## 876 1.59118989 0.973074441 1.56363697 0.908902611 -0.7539209647
## 877 0.37082890 -0.961070714 0.35591347 -0.967605612 0.7476431002
## 878 0.25315339 -1.380104498 0.28702934 -1.278042291 0.9455911198
## 879 0.44296148 -0.771393918 0.65616150 -0.290741986 0.7626506479
## 880 2.39443552 1.880292316 2.37934371 1.844255451 -1.8829002489
## 881 6.98134104 4.319983411 9.75622732 4.963788624 -6.2541641735
## 882 1.03393080 0.284615956 1.30614633 0.624676296 -0.1738325749
## 883 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 884 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 885 1.28719010 0.607635734 1.38027593 0.707573727 -0.5031997744
## 886 0.32170623 -1.097551646 0.35613435 -0.953685464 0.8644443737
## 887 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 888 0.41817697 -0.937277734 0.38196487 -1.066413985 0.6069881058
## 889 0.68098312 -0.323705395 0.80082669 -0.058998810 0.3841036217
## 890 0.18353582 -1.602975398 0.19854547 -1.451788302 1.2403733164
## 891 3.41019170 2.404170390 3.52771729 2.374341574 -2.7290971639
## 892 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 893 1.56279247 0.859831979 1.83392134 1.128873217 -0.6191497099
## 894 1.07552991 0.334357320 0.85466992 0.029622644 0.0001009019
## 895 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 896 0.47807962 -0.580586439 0.54768703 -0.466663249 0.6868197635
## 897 1.41873545 0.776479187 1.28968299 0.607978589 -0.9169448658
## 898 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 899 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 900 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 901 0.82428156 -0.064182319 0.73923154 -0.161940926 0.2103972096
## 902 0.68180278 -0.364311527 0.63814422 -0.459050061 0.7863051664
## 903 0.57218779 -0.631331157 0.56794054 -0.631374132 0.7808134686
## 904 1.32149571 0.662302281 1.36428667 0.695099481 -0.4067624162
## 905 0.24506638 -1.654546031 0.23545145 -1.666100199 0.7175021116
## 906 0.51882129 -0.596544072 0.38087946 -0.889497118 0.8950171243
## 907 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 908 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 909 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 910 2.81548977 2.068968677 2.60011459 1.933660789 -1.7316773844
## 911 0.91404503 0.110951098 0.70256013 -0.213698828 0.1263546562
## 912 0.21520953 -1.554666927 0.24091882 -1.488614583 1.1304077042
## 913 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 914 1.45030800 0.779554077 1.62075982 0.949880070 -0.4846015936
## 915 0.32381539 -1.099161872 0.34404783 -0.973756628 0.9727614603
## 916 0.32531936 -1.125740256 0.35586406 -1.035904978 0.8812026779
## 917 0.77849764 -0.056861617 0.81417684 0.039358554 0.7850008572
## 918 0.29595161 -1.223045497 0.35310742 -1.052742640 0.8994104765
## 919 0.31705563 -1.124902638 0.31026399 -1.070124987 1.0890324484
## 920 0.49453295 -0.214700446 0.60799251 -0.264568783 0.5678149197
## 921 4.68743439 3.159711418 4.87168334 3.260590574 -5.5015118684
## 922 0.76459360 -0.139309238 0.73863052 -0.147375535 0.2935093478
## 923 0.43682489 -0.829547024 0.48095090 -0.644751008 0.8662998249
## 924 0.50587158 -0.648324625 0.49283714 -0.620051386 0.4480501220
## 925 0.70866756 -0.156452929 0.76560291 -0.083797235 0.2589480025
## 926 1.29186232 0.625247393 1.33383673 0.660763369 -0.4804662147
## 927 0.84684166 -0.043394646 1.00881880 0.223745129 0.1711545610
## 928 0.11341852 -2.301381104 0.11162283 -2.303131396 0.8754145100
## 929 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 930 0.30621833 -1.185648479 0.26634368 -1.320042670 0.8928487812
## 931 0.44424056 -0.892904806 0.46583193 -0.852176334 1.0056359316
## 932 0.40655366 -0.931471781 0.36506871 -0.938317454 0.9881041644
## 933 0.89547619 0.083082839 1.04710109 0.307459691 -0.0985816972
## 934 1.66033028 1.053647391 1.54291898 0.888109032 -1.3241376112
## 935 0.43660971 -0.290343137 0.55476300 -0.351622665 0.5428405310
## 936 1.07552991 0.334357320 0.85466992 0.029622644 0.0001009019
## 937 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 938 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 939 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 940 0.91693011 0.092893186 0.96198942 0.186730667 0.0254084469
## 941 0.88657366 0.054434875 0.82053558 -0.018792693 -0.1183583359
## 942 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 943 1.26899237 0.575287582 1.72258768 1.028096971 -0.3276662205
## 944 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 945 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 946 0.14850800 -1.756304481 0.16232568 -1.618260722 1.2091742101
## 947 0.56035765 -0.720013059 0.52977213 -0.766465218 1.1469328757
## 948 0.56378747 -0.682228353 0.60748013 -0.553915711 0.2075673174
## 949 0.30621833 -1.185648479 0.26634368 -1.320042670 0.8928487812
## 950 0.05365313 -2.481524030 0.04793825 -2.361047358 1.5461114156
## 951 0.23155596 -0.347286697 0.29545236 -0.688663819 0.9305092285
## 952 0.24223696 -1.390288831 0.18320830 -1.610779076 1.1523501943
## 953 9.30264385 5.020356252 8.84987497 4.612658587 -6.0279240550
## 954 0.21856994 -1.588595418 0.16430809 -1.654160815 1.0647090843
## 955 0.46109102 -0.548540572 0.51759561 -0.507833956 0.5005177861
## 956 0.43682489 -0.829547024 0.48095090 -0.644751008 0.8662998249
## 957 0.98958145 0.217234871 0.94219669 0.150551474 -0.4186095788
## 958 2.43400923 1.686130909 3.33162624 2.252459415 -1.6475417149
## 959 0.16202531 -2.168926304 0.17588119 -2.020780528 1.7037456573
## 960 0.14250397 -1.849816777 0.11293639 -2.027883032 1.1558136684#3
DGS_IRT_3 = mirt(data = DGS_7model_3,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -9379.983, Max-Change: 1.28542
Iteration: 2, Log-Lik: -9060.027, Max-Change: 0.42760
Iteration: 3, Log-Lik: -9027.093, Max-Change: 0.28452
Iteration: 4, Log-Lik: -9008.645, Max-Change: 0.24712
Iteration: 5, Log-Lik: -8999.449, Max-Change: 0.17418
Iteration: 6, Log-Lik: -8995.322, Max-Change: 0.07630
Iteration: 7, Log-Lik: -8993.684, Max-Change: 0.08098
Iteration: 8, Log-Lik: -8991.868, Max-Change: 0.04327
Iteration: 9, Log-Lik: -8990.688, Max-Change: 0.04321
Iteration: 10, Log-Lik: -8989.815, Max-Change: 0.03663
Iteration: 11, Log-Lik: -8989.431, Max-Change: 0.02301
Iteration: 12, Log-Lik: -8989.186, Max-Change: 0.01299
Iteration: 13, Log-Lik: -8988.996, Max-Change: 0.02235
Iteration: 14, Log-Lik: -8988.887, Max-Change: 0.00974
Iteration: 15, Log-Lik: -8988.804, Max-Change: 0.00849
Iteration: 16, Log-Lik: -8988.713, Max-Change: 0.00626
Iteration: 17, Log-Lik: -8988.674, Max-Change: 0.00298
Iteration: 18, Log-Lik: -8988.646, Max-Change: 0.00256
Iteration: 19, Log-Lik: -8988.594, Max-Change: 0.00242
Iteration: 20, Log-Lik: -8988.585, Max-Change: 0.00264
Iteration: 21, Log-Lik: -8988.577, Max-Change: 0.00130
Iteration: 22, Log-Lik: -8988.571, Max-Change: 0.00135
Iteration: 23, Log-Lik: -8988.567, Max-Change: 0.00171
Iteration: 24, Log-Lik: -8988.563, Max-Change: 0.00115
Iteration: 25, Log-Lik: -8988.561, Max-Change: 0.00082
Iteration: 26, Log-Lik: -8988.559, Max-Change: 0.00078
Iteration: 27, Log-Lik: -8988.557, Max-Change: 0.00077
Iteration: 28, Log-Lik: -8988.557, Max-Change: 0.00081
Iteration: 29, Log-Lik: -8988.556, Max-Change: 0.00054
Iteration: 30, Log-Lik: -8988.555, Max-Change: 0.00077
Iteration: 31, Log-Lik: -8988.555, Max-Change: 0.00018
Iteration: 32, Log-Lik: -8988.554, Max-Change: 0.00022
Iteration: 33, Log-Lik: -8988.554, Max-Change: 0.00021
Iteration: 34, Log-Lik: -8988.554, Max-Change: 0.00028
Iteration: 35, Log-Lik: -8988.554, Max-Change: 0.00029
Iteration: 36, Log-Lik: -8988.554, Max-Change: 0.00030
Iteration: 37, Log-Lik: -8988.554, Max-Change: 0.00020
Iteration: 38, Log-Lik: -8988.554, Max-Change: 0.00020
Iteration: 39, Log-Lik: -8988.554, Max-Change: 0.00022
Iteration: 40, Log-Lik: -8988.554, Max-Change: 0.00019
Iteration: 41, Log-Lik: -8988.554, Max-Change: 0.00021
Iteration: 42, Log-Lik: -8988.554, Max-Change: 0.00021
Iteration: 43, Log-Lik: -8988.554, Max-Change: 0.00018
Iteration: 44, Log-Lik: -8988.554, Max-Change: 0.00017
Iteration: 45, Log-Lik: -8988.553, Max-Change: 0.00020
Iteration: 46, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 47, Log-Lik: -8988.553, Max-Change: 0.00018
Iteration: 48, Log-Lik: -8988.553, Max-Change: 0.00017
Iteration: 49, Log-Lik: -8988.553, Max-Change: 0.00016
Iteration: 50, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 51, Log-Lik: -8988.553, Max-Change: 0.00017
Iteration: 52, Log-Lik: -8988.553, Max-Change: 0.00013
Iteration: 53, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 54, Log-Lik: -8988.553, Max-Change: 0.00014
Iteration: 55, Log-Lik: -8988.553, Max-Change: 0.00014
Iteration: 56, Log-Lik: -8988.553, Max-Change: 0.00013
Iteration: 57, Log-Lik: -8988.553, Max-Change: 0.00015
Iteration: 58, Log-Lik: -8988.553, Max-Change: 0.00011
Iteration: 59, Log-Lik: -8988.553, Max-Change: 0.00014
Iteration: 60, Log-Lik: -8988.553, Max-Change: 0.00012
Iteration: 61, Log-Lik: -8988.553, Max-Change: 0.00012
Iteration: 62, Log-Lik: -8988.553, Max-Change: 0.00011
Iteration: 63, Log-Lik: -8988.553, Max-Change: 0.00013
Iteration: 64, Log-Lik: -8988.553, Max-Change: 0.00010summary(DGS_IRT_3)## F1 h2
## DGS_9 0.458 0.2099
## DGS_27 0.513 0.2634
## DGS_29 0.631 0.3976
## DGS_46 0.581 0.3372
## DGS_51 0.280 0.0783
## DGS_52 0.512 0.2626
##
## SS loadings: 1.549
## Proportion Var: 0.258
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_3, IRTpars = T)## $DGS_9
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.877 -2.324 -1.657 -1.258 -1.304 -0.357 1.032 0
##
## $DGS_27
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.018 -1.564 -1.565 -1.133 -0.809 0.775 1.88 0
##
## $DGS_29
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.383 -1.488 -0.741 -0.808 -0.283 0.553 1.448 0
##
## $DGS_46
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.214 -2.192 -1.655 -1.592 -1.22 -0.075 0.827 0
##
## $DGS_51
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.496 -3.615 -1.957 -1.28 -1.839 -0.532 0.848 0
##
## $DGS_52
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.016 -1.6 -0.827 -0.815 -0.067 0.796 1.937 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_3, 1, type = "trace")
itemplot(DGS_IRT_3, 3, type = "info")
plot(DGS_IRT_3, type = "trace")
plot(DGS_IRT_3, type = "info")
plot(DGS_IRT_3) #expected score curve
#person fit
fscores(DGS_IRT_3) #factor score for each participants## F1
## [1,] -0.021295345
## [2,] 1.732245998
## [3,] -0.735984830
## [4,] 0.537831190
## [5,] -0.355612416
## [6,] -0.446249369
## [7,] -0.575353225
## [8,] 0.812039550
## [9,] 0.767178559
## [10,] -1.201016379
## [11,] 0.091689183
## [12,] 0.857604861
## [13,] 2.341051499
## [14,] 0.468452084
## [15,] 0.150424761
## [16,] 1.732245998
## [17,] 0.082505149
## [18,] 1.432477319
## [19,] -1.154977305
## [20,] 0.042345238
## [21,] -0.321372429
## [22,] -0.896197910
## [23,] 0.689097621
## [24,] -0.263588537
## [25,] 0.569166901
## [26,] -1.848215957
## [27,] -1.414982309
## [28,] -0.280508173
## [29,] -0.256023556
## [30,] -0.446033602
## [31,] -1.100333507
## [32,] -0.791840937
## [33,] -0.146806621
## [34,] -0.021295345
## [35,] -1.842991222
## [36,] -0.138617061
## [37,] 0.685571949
## [38,] 0.033373619
## [39,] 0.441088214
## [40,] -0.519673817
## [41,] 1.019286337
## [42,] -1.118773513
## [43,] -0.126537808
## [44,] 1.295380979
## [45,] 0.169119186
## [46,] 0.684070889
## [47,] -1.011297460
## [48,] -2.513508224
## [49,] -1.213706330
## [50,] 0.626941247
## [51,] -1.318627487
## [52,] 1.020249964
## [53,] 0.612210965
## [54,] -0.637887502
## [55,] -0.464193512
## [56,] 0.443685501
## [57,] -0.690416123
## [58,] -0.318183653
## [59,] 0.344601327
## [60,] -0.127008798
## [61,] 1.329930988
## [62,] 0.295965258
## [63,] 0.735528172
## [64,] 2.341051499
## [65,] -0.917282916
## [66,] -0.998676785
## [67,] -0.606913765
## [68,] -0.825084486
## [69,] -0.074458730
## [70,] 1.146229005
## [71,] 0.522052599
## [72,] 0.834900448
## [73,] 1.768396693
## [74,] 0.314244733
## [75,] -0.849496367
## [76,] -0.285538935
## [77,] -0.650191111
## [78,] 0.288123312
## [79,] 2.014395684
## [80,] -0.408171748
## [81,] -0.900355719
## [82,] -0.005316284
## [83,] 1.681494235
## [84,] 1.012026730
## [85,] -0.021295345
## [86,] 1.401068269
## [87,] -0.111740817
## [88,] -1.999761018
## [89,] -0.488272761
## [90,] -0.133333908
## [91,] 0.270728698
## [92,] -0.250433515
## [93,] 0.887581883
## [94,] -0.582514257
## [95,] 0.037093600
## [96,] -1.813588753
## [97,] 0.177260989
## [98,] -0.914734399
## [99,] -0.394864427
## [100,] -1.527005241
## [101,] -0.149535477
## [102,] 0.058258288
## [103,] -0.485689157
## [104,] -0.639389848
## [105,] -0.736969742
## [106,] -0.244188435
## [107,] -0.125439030
## [108,] -0.221858986
## [109,] -0.756202347
## [110,] 0.367528089
## [111,] 1.112912665
## [112,] -0.306527504
## [113,] -1.070499928
## [114,] -0.700483241
## [115,] -0.787875806
## [116,] 0.630694834
## [117,] -0.557239345
## [118,] -0.982286472
## [119,] -0.016162975
## [120,] 0.500778435
## [121,] 0.712032522
## [122,] 0.341254753
## [123,] -0.602319971
## [124,] -1.593054281
## [125,] 0.520967437
## [126,] -1.313944660
## [127,] -0.772583282
## [128,] 0.506585630
## [129,] -0.352566282
## [130,] -0.194876751
## [131,] 1.329482885
## [132,] 0.517827414
## [133,] 1.126057351
## [134,] 0.221335390
## [135,] -0.522648603
## [136,] -1.279660104
## [137,] -0.533615999
## [138,] 0.011911779
## [139,] 0.631030717
## [140,] -0.172781323
## [141,] -0.519884193
## [142,] 0.341553786
## [143,] -1.058986295
## [144,] 0.712032522
## [145,] 0.341254753
## [146,] 0.491932388
## [147,] -0.088958777
## [148,] -0.205104464
## [149,] -1.390293073
## [150,] -0.787875806
## [151,] 0.710862315
## [152,] 0.596993775
## [153,] -0.489415162
## [154,] -1.426903141
## [155,] -1.126523623
## [156,] 1.159578101
## [157,] 1.076527447
## [158,] 0.887581883
## [159,] 0.199895911
## [160,] 1.484627722
## [161,] -0.431664375
## [162,] 0.438657517
## [163,] -2.151957036
## [164,] -1.159938048
## [165,] -0.284764299
## [166,] -0.355287776
## [167,] 1.401530902
## [168,] -2.176951638
## [169,] -0.688440518
## [170,] -0.655610426
## [171,] -0.049317743
## [172,] -0.883312318
## [173,] -0.698829963
## [174,] 1.049577735
## [175,] 2.341051499
## [176,] 0.520645939
## [177,] -1.360686673
## [178,] 1.401068269
## [179,] 0.988236305
## [180,] -0.380552635
## [181,] -0.598921904
## [182,] -0.865851547
## [183,] 0.772018871
## [184,] -0.104375871
## [185,] -0.408909916
## [186,] 0.922881977
## [187,] 0.006171399
## [188,] -0.569413414
## [189,] 0.712032522
## [190,] -0.486194367
## [191,] -0.625467372
## [192,] 1.642003872
## [193,] 1.639743826
## [194,] -1.126151194
## [195,] -0.108973389
## [196,] 1.261381296
## [197,] -1.136766794
## [198,] 0.471660479
## [199,] -0.514129159
## [200,] 2.341051499
## [201,] 0.814207147
## [202,] -1.334125177
## [203,] -0.287330885
## [204,] -0.426581814
## [205,] 0.322772070
## [206,] -1.344286616
## [207,] -0.140761633
## [208,] 0.629226078
## [209,] 0.516552975
## [210,] 1.732245998
## [211,] -0.669796035
## [212,] -0.783750704
## [213,] -0.545335516
## [214,] -0.095890588
## [215,] -0.422664713
## [216,] -1.398710821
## [217,] 1.293451016
## [218,] -0.070881765
## [219,] -1.086831177
## [220,] -0.395084299
## [221,] -0.831697984
## [222,] 1.606926275
## [223,] -0.433357835
## [224,] 0.923259402
## [225,] -0.519463427
## [226,] -0.882737252
## [227,] -0.526222300
## [228,] 0.471975734
## [229,] 1.372092930
## [230,] 0.997699336
## [231,] -0.918794515
## [232,] -1.218242393
## [233,] -0.364631794
## [234,] -0.518753382
## [235,] 0.164383397
## [236,] -0.696194907
## [237,] -0.448463101
## [238,] -0.246569209
## [239,] 0.065648729
## [240,] 0.182182630
## [241,] -0.434305892
## [242,] -0.008969208
## [243,] -0.029420284
## [244,] 1.261381296
## [245,] 0.800458235
## [246,] -1.218145822
## [247,] -1.089840063
## [248,] -0.428704553
## [249,] -0.148939181
## [250,] -0.553084154
## [251,] 0.885583128
## [252,] 1.871427871
## [253,] 0.418673499
## [254,] 0.897941140
## [255,] -0.394342295
## [256,] 0.546841175
## [257,] -0.535764948
## [258,] 1.732785647
## [259,] -0.284534689
## [260,] 0.651959126
## [261,] -0.768265675
## [262,] -0.391661309
## [263,] -0.669218526
## [264,] -1.006130227
## [265,] -0.483095252
## [266,] -2.669074141
## [267,] -0.957594898
## [268,] -0.184745058
## [269,] 0.921231649
## [270,] 0.212150509
## [271,] 0.245482047
## [272,] -1.957922307
## [273,] -0.477678084
## [274,] -0.485476355
## [275,] -0.104623516
## [276,] -0.782607585
## [277,] -1.609024388
## [278,] -0.836080730
## [279,] -0.224146141
## [280,] -1.729923423
## [281,] -0.500291986
## [282,] 0.604431714
## [283,] 1.159994402
## [284,] -0.990113296
## [285,] 0.082236835
## [286,] 0.830466041
## [287,] 1.872005010
## [288,] -0.239057111
## [289,] -0.066100018
## [290,] -0.165383739
## [291,] -0.953524232
## [292,] 1.372549596
## [293,] 0.471975734
## [294,] 0.300842600
## [295,] -0.964190913
## [296,] 0.413569100
## [297,] 0.341254753
## [298,] -0.615593565
## [299,] -0.733565702
## [300,] 0.065115982
## [301,] 0.712032522
## [302,] -0.252469827
## [303,] -0.384351179
## [304,] -1.670474089
## [305,] 0.743738258
## [306,] 1.871427871
## [307,] -0.536680330
## [308,] -0.021551981
## [309,] 1.260946459
## [310,] -0.912561719
## [311,] 0.065915148
## [312,] 1.732245998
## [313,] -0.356040968
## [314,] 0.289403393
## [315,] -0.896197910
## [316,] -0.286327369
## [317,] 0.491614601
## [318,] -0.558964690
## [319,] 0.394230308
## [320,] -0.772583282
## [321,] 0.341254753
## [322,] 1.908135267
## [323,] -0.732895527
## [324,] -1.123506144
## [325,] 0.199613925
## [326,] -0.132493379
## [327,] 0.434418459
## [328,] -0.166439036
## [329,] 0.040422044
## [330,] 1.019286337
## [331,] -0.583938757
## [332,] 0.679564986
## [333,] 0.548262611
## [334,] -0.608014515
## [335,] 1.438885639
## [336,] -0.817654906
## [337,] -0.061180250
## [338,] 0.572507072
## [339,] -0.166320388
## [340,] -0.672846477
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## [945,] 2.341051499
## [946,] -0.138617061
## [947,] -1.110447047
## [948,] -1.006792994
## [949,] -0.766050569
## [950,] -1.133647701
## [951,] 1.061595990
## [952,] 0.151633218
## [953,] 0.573640992
## [954,] -0.187659352
## [955,] 0.678067496
## [956,] 0.684070889
## [957,] 1.910706662
## [958,] -0.155014471
## [959,] -0.283759737
## [960,] 0.342563109mirt::itemfit(DGS_IRT_3)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_9 112.026 78 0.021 0.007
## 2 DGS_27 109.173 78 0.020 0.011
## 3 DGS_29 84.260 72 0.013 0.153
## 4 DGS_46 109.498 69 0.025 0.001
## 5 DGS_51 137.023 90 0.023 0.001
## 6 DGS_52 91.621 75 0.015 0.093mirt::personfit(DGS_IRT_3)## outfit z.outfit infit z.infit Zh
## 1 0.15900837 -1.960722040 0.14725928 -1.985872356 1.48665876
## 2 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 3 0.59561929 -0.711336828 0.63888296 -0.607838977 1.25164230
## 4 0.72163772 -0.276066859 0.72514805 -0.241528969 0.64146312
## 5 1.10994130 0.376774508 1.17155110 0.471599101 -0.69678238
## 6 0.14041157 -2.278939046 0.17231824 -2.107367433 1.15317168
## 7 2.00100181 1.577470195 1.63138695 1.142168614 -1.00971600
## 8 1.29512705 0.640253342 1.42533102 0.793119594 -0.61753330
## 9 0.59038423 -0.562259436 0.60072775 -0.497007842 1.01600742
## 10 0.18949016 -2.421934228 0.18308771 -2.489431334 0.92368058
## 11 2.16681292 1.594252742 2.37145416 1.750137343 -1.38394168
## 12 0.39535934 -1.069528900 0.35627965 -1.118971928 1.00818048
## 13 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 14 0.44702784 -0.897375367 0.54088207 -0.619938457 1.06881203
## 15 0.20530516 -1.708780007 0.20692112 -1.648359220 1.39207857
## 16 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 17 0.41709611 -0.975810883 0.49495612 -0.743679329 1.12952194
## 18 0.56226036 -0.605203115 0.57428356 -0.545948138 0.83563890
## 19 0.86126450 -0.130507685 0.83256657 -0.198446276 0.86930566
## 20 2.95309802 2.260865715 3.29480738 2.471431613 -2.36742498
## 21 0.40288581 -1.103502001 0.29840725 -1.456080269 1.03266986
## 22 0.15271746 -2.555284514 0.15501102 -2.546653541 0.88061240
## 23 0.31023268 -1.331030290 0.27271954 -1.386177517 1.19614715
## 24 0.51891102 -0.764078111 0.52375461 -0.749113609 0.79429836
## 25 0.97884180 0.177365147 1.02071132 0.251061552 0.01961763
## 26 1.61298335 1.070059545 1.97019211 1.565792852 -0.13756772
## 27 1.40717849 0.881989363 1.44066859 0.958966094 -0.42583448
## 28 0.96379197 0.141965977 0.80903316 -0.133976704 -0.65976020
## 29 2.92099442 2.314807737 2.66489943 2.098430567 -2.18837928
## 30 0.21049618 -1.892047008 0.24354463 -1.754470038 1.14926218
## 31 0.50864433 -1.057181433 0.45980666 -1.220753524 1.24663100
## 32 3.89068589 3.440012919 3.80413420 3.392665837 -5.43402872
## 33 0.14109575 -2.102173397 0.12260480 -2.192814829 1.32585280
## 34 0.15900837 -1.960722040 0.14725928 -1.985872356 1.48665876
## 35 0.61855916 -0.550793447 0.65006354 -0.547565359 1.01429079
## 36 1.85369713 1.306909907 1.67289408 1.101482710 -1.15504523
## 37 0.78378571 -0.162219936 0.74475690 -0.208185102 0.25133113
## 38 0.88464934 0.023246340 0.69274582 -0.316627475 0.11347953
## 39 0.60985317 -0.503014448 0.50082680 -0.713064514 0.71009867
## 40 0.21429122 -1.921302535 0.15539776 -2.265670057 1.13290690
## 41 0.42646304 -0.982213275 0.45123490 -0.856086461 0.79980063
## 42 0.16893945 -2.547890127 0.17332711 -2.528419476 1.54078624
## 43 2.42706453 1.859793721 2.72214099 2.093956237 -1.70582443
## 44 0.66465154 -0.395013663 0.69444456 -0.306046435 0.38696580
## 45 0.44904111 -0.883968651 0.41507212 -0.940449656 0.74018703
## 46 0.41258980 -1.008743482 0.37467200 -1.055195150 1.09506143
## 47 0.35552455 -1.580643802 0.33995226 -1.643968440 1.12828642
## 48 0.38596687 -0.749550475 0.40543955 -0.753168632 1.23990320
## 49 1.67690779 1.307011241 1.77666734 1.460045508 -1.57991689
## 50 0.27797540 -1.440945657 0.32845150 -1.193238749 1.37252944
## 51 0.41443766 -1.365223086 0.51514576 -1.062268677 0.93185400
## 52 0.82594225 -0.089367971 0.82656793 -0.066260966 0.49793478
## 53 1.66315565 1.088311503 2.03668057 1.438186652 -0.59604102
## 54 0.73720515 -0.342696761 0.77699135 -0.262233466 1.17384352
## 55 1.24542134 0.586036240 1.19658536 0.513270094 -0.29470058
## 56 2.36835849 1.780004610 2.59382638 1.916536121 -1.77191808
## 57 1.57653968 1.087396365 1.66000287 1.207222945 -1.66804472
## 58 1.63285864 1.085632896 1.58537845 1.028676496 -1.53106577
## 59 0.59077209 -0.541491494 0.76160245 -0.172911381 0.50029921
## 60 0.13415284 -2.136124947 0.12449320 -2.169700657 1.46392299
## 61 0.88976960 0.029946366 0.87296438 0.016225956 0.01754361
## 62 1.28280233 0.618961017 1.32633935 0.668317344 -0.94026182
## 63 0.47137274 -0.850785904 0.43663438 -0.885356634 0.66186633
## 64 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 65 0.27520862 -1.887109494 0.26155250 -1.955459968 0.92037363
## 66 0.38917579 -1.447008793 0.38595343 -1.459491403 0.82185820
## 67 0.33430045 -1.465580300 0.28543827 -1.679141774 0.85302020
## 68 1.50715894 1.016654812 1.56484315 1.103621209 -1.04881829
## 69 1.24531698 0.571487240 1.40186068 0.773292711 -0.43068849
## 70 0.39129581 -1.080407757 0.38191096 -1.046363761 1.16542726
## 71 0.29995938 -1.351073201 0.23168866 -1.532196179 1.29866756
## 72 0.42214867 -0.990665082 0.42629979 -0.917421886 0.80711652
## 73 0.61061780 -0.442631254 0.63771801 -0.375571545 0.76268441
## 74 0.69647758 -0.318934229 0.69552466 -0.296615518 0.32776903
## 75 0.65000213 -0.601561728 0.61844530 -0.688361763 0.81058159
## 76 0.32991250 -1.326733512 0.34210885 -1.283328625 1.29704469
## 77 0.67715700 -0.483229329 0.64463115 -0.570929132 0.42760034
## 78 1.40321612 0.773443009 1.39948914 0.758401883 -0.51050755
## 79 0.45159785 -0.720401166 0.47623430 -0.664880813 1.16658604
## 80 0.53872115 -0.753518680 0.53944960 -0.757843849 0.53190244
## 81 0.27218542 -1.892474894 0.28483575 -1.839454245 1.01891203
## 82 0.24093186 -1.576113714 0.23607948 -1.561508760 1.43369752
## 83 0.81227823 -0.078842349 0.75753199 -0.163063910 0.49294253
## 84 1.20516574 0.516662041 1.07930700 0.335789014 -0.33511847
## 85 0.15900837 -1.960722040 0.14725928 -1.985872356 1.48665876
## 86 0.34786333 -1.183498752 0.32512535 -1.201866661 1.38697356
## 87 0.21676881 -1.704848948 0.22571843 -1.642475201 1.40106907
## 88 0.38181319 -1.081329961 0.39474717 -1.149740522 1.06073745
## 89 1.07438674 0.318038793 0.82821752 -0.129728903 -0.17839490
## 90 0.65697747 -0.420245707 0.70847117 -0.306518116 0.53513935
## 91 0.53510417 -0.667516030 0.56174599 -0.573943674 0.51436969
## 92 0.76010275 -0.225429357 0.65640273 -0.436654449 0.23055304
## 93 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 94 3.21663972 2.737183780 2.81441757 2.413994822 -3.14583732
## 95 0.42338275 -0.962387289 0.38771319 -1.035925974 0.76223969
## 96 0.87677018 -0.024660920 0.89147546 -0.027336256 0.28488242
## 97 1.43888660 0.817530329 1.72415936 1.127492591 -0.61578081
## 98 0.87889098 -0.077703369 0.90308541 -0.027134938 0.38221189
## 99 0.92331383 0.063559416 0.94181178 0.094952096 0.17668794
## 100 1.35040795 0.777987323 1.41781195 0.913738470 0.47119771
## 101 2.93227268 2.286432279 3.13338491 2.422487633 -2.84563517
## 102 0.21100159 -1.692619943 0.19533321 -1.719073245 1.42378419
## 103 0.54713391 -0.756121182 0.53540501 -0.796701926 0.50641494
## 104 1.35080608 0.757987516 1.19881857 0.524689110 -1.27324819
## 105 1.89673965 1.512624266 1.76165572 1.352040237 -2.38325076
## 106 0.61805654 -0.522855215 0.56615841 -0.639585987 0.60014190
## 107 2.71491726 2.105207841 2.70781102 2.081908669 -2.44572133
## 108 0.59207587 -0.577840754 0.49864425 -0.800164089 0.55774961
## 109 1.87034709 1.486586288 1.91855890 1.555118633 -1.95264865
## 110 1.16175484 0.453589481 1.11219735 0.384157304 -0.33188555
## 111 0.70632963 -0.317560650 0.67356682 -0.351292268 0.89761845
## 112 0.81302517 -0.130239379 0.77760300 -0.198700386 -0.13972864
## 113 0.27913880 -1.927449919 0.33353589 -1.688347026 1.21844211
## 114 0.81464604 -0.186382655 0.83031344 -0.158210110 0.12814754
## 115 0.21655780 -2.098553100 0.21413791 -2.127687828 0.64252049
## 116 0.31891595 -1.295902707 0.37640227 -1.047335512 0.97176343
## 117 0.73287184 -0.335058555 0.71271826 -0.387079276 0.85026610
## 118 1.92443077 1.621893475 1.80074646 1.459829171 -1.44289160
## 119 1.19398440 0.499489144 1.13307961 0.412766855 -0.40012743
## 120 0.69548776 -0.326479857 0.63284980 -0.421853445 0.66801624
## 121 0.18454043 -1.846943100 0.19872938 -1.684430345 1.30839476
## 122 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 123 0.44497068 -1.089032885 0.45985714 -1.058588435 0.89765474
## 124 0.50225779 -0.970684488 0.51631163 -1.016066243 0.87787067
## 125 1.29972361 0.643172921 1.27969327 0.609323309 -0.28961385
## 126 0.43596270 -1.289902690 0.55582525 -0.935258343 0.60482696
## 127 0.55681273 -0.828612009 0.42945582 -1.226641088 0.61671187
## 128 2.93079299 2.247630404 2.59254757 1.917209833 -2.22052499
## 129 0.66235748 -0.445810214 0.81390815 -0.135780246 0.64407078
## 130 1.64565734 1.083310616 1.68242808 1.121191843 -1.39308948
## 131 0.45949682 -0.871526441 0.38059890 -1.040229194 0.74796768
## 132 0.44077919 -0.917633689 0.35427761 -1.107804750 0.89803527
## 133 6.73207766 4.473562482 8.06943373 4.848738947 -5.80721200
## 134 0.71150945 -0.288590183 0.73110718 -0.231289881 0.74517478
## 135 1.92629693 1.475376547 1.43333899 0.865580341 -1.04922229
## 136 0.31768125 -1.755729152 0.37591550 -1.553888170 1.23750030
## 137 0.34164838 -1.399235639 0.28820510 -1.622020573 0.87574415
## 138 0.52419548 -0.703446924 0.57216501 -0.572324430 0.75961181
## 139 0.24872656 -1.554254134 0.27785622 -1.363998537 0.98494794
## 140 0.50298120 -0.783966854 0.58479381 -0.578071128 0.78878380
## 141 0.60419722 -0.622766246 0.53653150 -0.806426329 0.45014478
## 142 0.25196869 -1.514409628 0.25859232 -1.424947344 1.17610795
## 143 0.18201784 -2.448283436 0.19624001 -2.363660958 0.66502127
## 144 0.18454043 -1.846943100 0.19872938 -1.684430345 1.30839476
## 145 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 146 0.12664740 -2.137420247 0.11503148 -2.111108922 1.38594450
## 147 1.09666721 0.358551035 1.16602096 0.459799192 -0.28958305
## 148 0.38517785 -1.120343339 0.36422021 -1.176592512 0.97889246
## 149 0.48722575 -1.098285314 0.64833763 -0.666732428 0.95782030
## 150 0.21655780 -2.098553100 0.21413791 -2.127687828 0.64252049
## 151 0.53333442 -0.693133454 0.54625619 -0.615418476 0.96213646
## 152 1.09492401 0.356357561 0.95035352 0.143073603 -0.41467899
## 153 1.00886091 0.207203777 0.80423844 -0.178027265 -0.01037650
## 154 0.55650062 -0.876275403 0.73108427 -0.446964894 0.82941852
## 155 0.37890510 -1.512576936 0.42109699 -1.361562215 0.80756829
## 156 0.75549377 -0.219420409 0.71143411 -0.276530325 0.55487214
## 157 0.48237311 -0.829443172 0.46856553 -0.811582838 0.55207377
## 158 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 159 0.56764819 -0.591915742 0.62659787 -0.437729742 0.62564779
## 160 1.57942351 0.980835714 1.84084077 1.240476736 -0.39764919
## 161 0.30444825 -1.483736682 0.33187238 -1.394543144 0.89461916
## 162 0.54119821 -0.658702638 0.53715824 -0.627973018 1.01732890
## 163 0.40711283 -0.909693149 0.34654704 -1.175357261 0.81842899
## 164 3.57182391 3.376814712 3.42301841 3.263873814 -5.73305270
## 165 0.19969275 -1.853140164 0.20667930 -1.817355869 1.16669500
## 166 0.23380831 -1.731939354 0.24252501 -1.699752754 1.09176038
## 167 0.78905371 -0.144718140 0.84181920 -0.034100030 0.65846997
## 168 0.33353107 -1.101121563 0.34214506 -1.168118521 1.16863012
## 169 0.87530129 -0.059292526 1.00393192 0.186403474 0.65990151
## 170 0.31814187 -1.554937159 0.30756147 -1.617003249 0.53854799
## 171 0.49905724 -0.772697392 0.55353241 -0.624598782 0.67609936
## 172 0.25406495 -1.969285906 0.24816282 -2.004877242 0.55180383
## 173 0.36715936 -1.394728970 0.38085793 -1.362129033 0.69520357
## 174 0.26002737 -1.532337101 0.22231503 -1.598966129 1.13159398
## 175 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 176 1.06647178 0.314064303 1.01262900 0.239214083 0.23775770
## 177 0.58664206 -0.806323190 0.72103258 -0.475235638 1.02056620
## 178 0.34786333 -1.183498752 0.32512535 -1.201866661 1.38697356
## 179 1.17602161 0.475044564 1.14398951 0.428345968 -0.01207578
## 180 2.27384348 1.791668750 1.68400023 1.160893557 -1.22029581
## 181 0.36156591 -1.362252925 0.46279060 -1.048211886 0.97336025
## 182 0.70993227 -0.455298163 0.68884814 -0.510159958 0.22007571
## 183 1.00912492 0.223378329 1.00441265 0.225070517 0.07594103
## 184 0.98913109 0.191479201 1.05512242 0.296728073 0.14451955
## 185 0.18762186 -1.983435067 0.18937756 -1.987259262 1.24404210
## 186 0.31441827 -1.331235711 0.27723041 -1.383080962 1.20371738
## 187 0.77428156 -0.174805546 0.99647310 0.209899833 0.60423256
## 188 0.28082725 -1.654066358 0.25784057 -1.774101688 0.80392532
## 189 0.18454043 -1.846943100 0.19872938 -1.684430345 1.30839476
## 190 0.23620247 -1.796459314 0.25982145 -1.710209350 1.36418018
## 191 1.15906800 0.457962933 1.29030986 0.668590080 0.03741951
## 192 0.54254913 -0.615325599 0.51799963 -0.647651026 0.58444783
## 193 0.54713307 -0.605395586 0.55711880 -0.560477819 1.01434375
## 194 0.74823720 -0.394482079 0.81374399 -0.240278162 0.45563683
## 195 1.72551569 1.164075845 1.57443486 0.984765360 -2.06089579
## 196 1.22502389 0.543457375 1.37599391 0.733024126 0.05446154
## 197 1.26143157 0.653438169 1.30851335 0.735853312 -0.59460251
## 198 0.67830943 -0.360050360 0.69493132 -0.297925186 0.21239380
## 199 0.65958989 -0.489417783 0.71616383 -0.369247630 0.41548959
## 200 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 201 5.21891301 3.731412775 4.47601031 3.190085842 -3.73376217
## 202 1.26821312 0.661473148 1.21889442 0.583003817 0.25684851
## 203 0.36369623 -1.214454462 0.44533251 -0.966436688 1.03991224
## 204 0.40068827 -1.150764517 0.36186070 -1.287312808 0.68464057
## 205 0.30423172 -1.321456029 0.34191512 -1.143471916 1.01876972
## 206 0.57535023 -0.842011328 0.65684251 -0.644822613 0.47806934
## 207 0.85768403 -0.032361528 1.03537963 0.265323565 0.32052018
## 208 0.42176377 -0.978569972 0.40932580 -0.953999735 1.04560629
## 209 10.53236442 5.844252654 10.83009179 5.726502557 -10.33519607
## 210 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 211 1.58277258 1.091345210 1.35582975 0.773233893 -0.97609309
## 212 0.35823551 -1.471930879 0.34696760 -1.527411945 1.08780890
## 213 1.28252893 0.646905853 1.27073257 0.631738601 -0.52027155
## 214 2.21357529 1.659222393 2.10745690 1.544280192 -1.01506557
## 215 0.67740517 -0.427572342 0.68484057 -0.416053992 0.27139607
## 216 0.60210156 -0.754395418 0.47029120 -1.207457071 1.05794079
## 217 0.24998928 -1.549602174 0.19427798 -1.709835740 1.28189433
## 218 1.37188540 0.739561219 1.44307993 0.824143172 -0.15672391
## 219 0.54757898 -0.935322905 0.59358372 -0.802335178 0.36585576
## 220 0.36797135 -1.242798776 0.39318965 -1.168935922 1.17137704
## 221 0.70088542 -0.470154741 0.67135579 -0.547420783 0.17138115
## 222 0.88889913 0.043487266 0.95305846 0.153593373 0.34006703
## 223 0.67860809 -0.427266563 0.67692623 -0.436350200 0.51788768
## 224 0.23607297 -1.629217075 0.19917942 -1.696093920 1.21781761
## 225 0.28220445 -1.618788844 0.21828761 -1.923268467 1.12883076
## 226 0.68384602 -0.523230572 0.64161283 -0.634182378 0.58770045
## 227 1.19679004 0.514912483 0.94814943 0.094463291 -0.57272387
## 228 0.19543070 -1.766508153 0.21910631 -1.581438256 1.21107908
## 229 0.64308921 -0.434095072 0.59822833 -0.498534761 0.75782135
## 230 2.09333757 1.551567407 2.50846554 1.869231176 -0.87326766
## 231 0.38004604 -1.452907605 0.38590765 -1.434074122 0.70236719
## 232 0.37926779 -1.512642545 0.38818916 -1.499773003 1.45584061
## 233 2.65663435 2.138896220 2.04860179 1.563377274 -2.27800053
## 234 0.57887685 -0.685400736 0.55688765 -0.752153368 0.07941726
## 235 6.43264934 4.242028944 4.90393997 3.410249376 -6.02676246
## 236 2.21768472 1.865761393 2.09815371 1.746636060 -1.44595102
## 237 1.20987672 0.531920044 1.30037320 0.667534910 -0.52104369
## 238 0.90360422 0.040790504 0.91127941 0.055356792 0.51564087
## 239 0.27684482 -1.426168030 0.25308948 -1.476112454 1.13337933
## 240 0.60290649 -0.513478974 0.69047172 -0.310346744 0.48439975
## 241 0.23907898 -1.752377381 0.25667912 -1.689618583 1.12284201
## 242 1.77183258 1.205584268 1.41315746 0.783479359 -0.80483024
## 243 2.44880780 1.860919888 2.18212253 1.601024409 -1.34818863
## 244 1.22502389 0.543457375 1.37599391 0.733024126 0.05446154
## 245 0.31531939 -1.322197176 0.37133577 -1.071110600 0.84635260
## 246 1.03030901 0.225394805 0.86683051 -0.123173334 -0.24443750
## 247 0.52148762 -1.015606372 0.56067929 -0.898748421 1.19177022
## 248 0.50195122 -0.856930900 0.46464709 -0.968993288 0.40971779
## 249 1.45667023 0.851309729 1.33450968 0.691600767 -1.48752890
## 250 0.72140318 -0.359286540 0.80959263 -0.178189922 0.37101130
## 251 1.02249106 0.243832861 1.13221189 0.411806919 0.11084243
## 252 0.45887963 -0.751687372 0.48181955 -0.687372092 0.84992906
## 253 0.79934912 -0.125663078 0.89885143 0.062229235 -0.07731673
## 254 0.46733597 -0.868732267 0.39644024 -1.002493080 1.07038082
## 255 0.04320191 -3.099822314 0.03835400 -3.186120371 1.50157462
## 256 0.48356655 -0.806750744 0.50597587 -0.703299729 1.13961402
## 257 0.22615518 -1.874842365 0.25621547 -1.758880784 0.84826660
## 258 0.88608783 0.048964576 0.99986930 0.228409421 0.59789652
## 259 0.05914247 -2.817028651 0.05165930 -2.898313158 1.61725939
## 260 0.23446913 -1.614800463 0.25041302 -1.466702568 1.16425351
## 261 0.57739874 -0.770449102 0.66863672 -0.540724885 0.52745220
## 262 0.46421577 -0.948481408 0.59246107 -0.620271436 1.04932260
## 263 0.39838266 -1.270615773 0.37283465 -1.376374444 0.61353161
## 264 0.26883487 -1.956417637 0.25565328 -2.021126786 1.56144543
## 265 0.69095877 -0.411007810 0.82734459 -0.130626561 0.24876125
## 266 0.37678498 -0.686564555 0.34136241 -0.812330217 1.22006682
## 267 0.87725996 -0.085043095 0.88828718 -0.061617156 0.91606881
## 268 0.29185748 -1.426314039 0.33992297 -1.247035731 1.04563923
## 269 0.78628649 -0.162500025 0.75913686 -0.186271503 0.83321673
## 270 1.73283418 1.155254502 2.00392956 1.406643201 -1.02683668
## 271 1.66782239 1.083993955 1.40588611 0.766589425 -1.43469814
## 272 0.89097298 0.026892449 0.89465590 0.005330450 0.64817756
## 273 0.75480879 -0.272469369 0.76215118 -0.262452798 0.32087686
## 274 0.15161650 -2.238149369 0.15111026 -2.263507357 1.18268890
## 275 0.35527419 -1.187849870 0.38133911 -1.089205464 1.10020995
## 276 0.55237101 -0.844450418 0.53366116 -0.906262130 0.52231984
## 277 1.68969289 1.243839192 1.93466669 1.633908605 -0.43043646
## 278 0.56434343 -0.828150114 0.56849513 -0.821974897 0.20046531
## 279 0.77036194 -0.202128903 0.63368308 -0.480227307 0.21915734
## 280 0.52058086 -0.850423812 0.48634078 -1.049270076 1.10517559
## 281 0.57112113 -0.699277432 0.61799536 -0.592325805 1.10021913
## 282 0.89356746 0.035815618 0.87102755 0.014816422 0.25014413
## 283 1.06657150 0.312657227 1.15021491 0.437064771 -0.01039931
## 284 1.18576029 0.516440749 1.12771464 0.411590034 -0.02291724
## 285 0.58435296 -0.558030409 0.63289614 -0.433029610 0.68661105
## 286 0.45615030 -0.896298770 0.45638757 -0.837832344 1.20253062
## 287 0.44613804 -0.782508906 0.44454434 -0.775812022 0.88556823
## 288 1.01669122 0.231224281 0.88452111 0.009275750 -0.56288439
## 289 0.22020430 -1.676914408 0.21834403 -1.656070809 1.35626777
## 290 0.98802604 0.187556274 0.86827869 -0.011856404 -0.43858269
## 291 0.67481916 -0.560114381 0.66259913 -0.592441700 0.58840945
## 292 0.56206199 -0.612902259 0.54481774 -0.616443768 0.77269937
## 293 0.19543070 -1.766508153 0.21910631 -1.581438256 1.21107908
## 294 1.34803000 0.703838240 1.39567443 0.753687823 -1.02166336
## 295 0.58186578 -0.813288813 0.52830176 -0.971239791 0.65678146
## 296 0.23097708 -1.604314615 0.29437537 -1.297223555 1.50824091
## 297 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 298 1.63966721 1.154254076 1.59497780 1.103458053 -1.41418767
## 299 0.65156753 -0.567328736 0.66646972 -0.538142861 0.99670715
## 300 1.93517000 1.370834017 1.72929658 1.140000433 -0.91031144
## 301 0.18454043 -1.846943100 0.19872938 -1.684430345 1.30839476
## 302 0.99293496 0.191961970 0.99259637 0.192047218 0.11147838
## 303 1.51024722 0.943663722 1.80798774 1.306825616 -0.29092567
## 304 0.28767970 -1.665513899 0.32817929 -1.644264058 1.01384259
## 305 0.71859853 -0.289646584 0.68154419 -0.330351759 0.89897128
## 306 0.45887963 -0.751687372 0.48181955 -0.687372092 0.84992906
## 307 0.07619480 -2.854664429 0.07861882 -2.862686779 1.44743168
## 308 0.31806018 -1.293260555 0.29124473 -1.357521174 1.04491036
## 309 0.89603549 0.038426936 0.90571917 0.068950910 0.62048171
## 310 1.72614097 1.343313468 1.77714207 1.414102285 -1.24167047
## 311 0.35570535 -1.158910213 0.41379003 -0.957085695 1.13036474
## 312 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 313 0.54512201 -0.722175520 0.60725287 -0.574402012 1.19623594
## 314 0.38289844 -1.069247873 0.35794079 -1.095748054 0.94910789
## 315 0.15271746 -2.555284514 0.15501102 -2.546653541 0.88061240
## 316 0.40439363 -1.086977194 0.40379178 -1.087281681 0.83860907
## 317 0.19147401 -1.787282060 0.22404315 -1.561813433 1.37320351
## 318 1.84641270 1.394374210 1.75557072 1.294862452 -1.81284957
## 319 0.43480587 -0.926055551 0.38917889 -1.002949355 0.78096357
## 320 0.55681273 -0.828612009 0.42945582 -1.226641088 0.61671187
## 321 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 322 0.69594485 -0.250339932 0.75500855 -0.142593365 0.78244053
## 323 0.28444584 -1.739801505 0.36517575 -1.434990512 1.05472865
## 324 0.63458320 -0.688742461 0.63110598 -0.701930400 -0.03561883
## 325 0.10156744 -2.284364498 0.11535506 -2.118314424 1.58176887
## 326 1.42823978 0.814496673 1.46940476 0.861547510 -0.33182857
## 327 0.49224646 -0.777798295 0.52012243 -0.667308421 0.86288426
## 328 0.80134616 -0.137080933 0.64395336 -0.445731404 0.11652794
## 329 0.33306280 -1.234104938 0.29657298 -1.323284959 1.13808821
## 330 0.42646304 -0.982213275 0.45123490 -0.856086461 0.79980063
## 331 1.79666409 1.342408765 1.60033644 1.103507503 -1.20830473
## 332 0.56504182 -0.616244736 0.48009572 -0.771419555 0.68182274
## 333 0.09881474 -2.333786292 0.09420694 -2.257045854 1.48978621
## 334 0.28749461 -1.649876758 0.27517453 -1.723393632 1.05020668
## 335 0.56903750 -0.588892761 0.50258724 -0.709375107 0.86563506
## 336 1.08571105 0.333735585 1.18114115 0.502596790 -0.13505264
## 337 1.18313643 0.484537192 1.11267465 0.383103837 -0.88974902
## 338 0.35248944 -1.180587934 0.40614538 -0.960191830 0.85121883
## 339 0.52117966 -0.736835012 0.39160590 -1.078274174 0.85485035
## 340 0.24972326 -1.856284841 0.25203685 -1.867749728 1.56492365
## 341 2.71772479 2.548966767 2.64449267 2.473997710 -3.42458687
## 342 0.67842461 -0.517874639 0.58296190 -0.772165799 -0.02441551
## 343 0.58412541 -0.716414600 0.58160933 -0.734142566 0.76869922
## 344 1.57942351 0.980835714 1.84084077 1.240476736 -0.39764919
## 345 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 346 0.62814976 -0.491870131 0.69469673 -0.407354776 0.49980714
## 347 0.39164922 -1.080379025 0.45481520 -0.887126852 0.91870484
## 348 0.59207587 -0.577840754 0.49864425 -0.800164089 0.55774961
## 349 0.42886878 -1.216022988 0.41325065 -1.280380611 1.65779139
## 350 0.27172559 -1.472585744 0.24824876 -1.539122342 1.24637884
## 351 0.19712257 -2.082347883 0.19124192 -2.140217154 1.18286731
## 352 0.61805654 -0.522855215 0.56615841 -0.639585987 0.60014190
## 353 0.38988167 -1.105528573 0.40659747 -1.046870503 0.99299107
## 354 1.21328327 0.540206290 1.18326139 0.494646823 -1.03833301
## 355 1.04877708 0.286453925 0.88288937 0.023116383 -0.38467962
## 356 1.34815733 0.704622505 1.33592434 0.683035344 -0.30037731
## 357 0.25768423 -2.042301179 0.30437575 -1.851310766 1.40700314
## 358 0.66837302 -0.425462096 0.73823961 -0.279148661 0.80432271
## 359 0.74565287 -0.392939927 0.88237781 -0.078794861 0.65759038
## 360 1.80533433 1.311014675 1.65810301 1.141242724 -1.14534515
## 361 0.49905724 -0.772697392 0.55353241 -0.624598782 0.67609936
## 362 1.29661016 0.623524956 1.61593684 1.018260886 0.19100644
## 363 2.93051708 2.594305258 3.53631567 3.300215418 -3.68798140
## 364 0.57441840 -0.666511807 0.53219189 -0.865520504 0.83874163
## 365 0.20272463 -1.740562385 0.19544999 -1.736533481 1.32412808
## 366 1.29996602 0.700657168 1.32989354 0.771530497 0.19883945
## 367 0.65438183 -0.404310390 0.65825046 -0.369782239 0.71601289
## 368 0.55530003 -0.669844764 0.65400848 -0.440965441 0.66573889
## 369 1.11689783 0.389130938 1.28261999 0.612830621 -0.01463501
## 370 0.48064952 -0.962327151 0.43423549 -1.115729260 0.94169624
## 371 0.36409679 -1.493128685 0.41828689 -1.301706842 0.74761010
## 372 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 373 0.32377715 -1.474833443 0.32880167 -1.474581830 1.14630038
## 374 0.57380136 -0.594996042 0.59066895 -0.543058020 0.36432585
## 375 0.43570176 -1.065468784 0.39986954 -1.189639075 0.57786498
## 376 1.48631950 0.898581457 1.57133496 1.002412726 -0.60299116
## 377 0.33932349 -1.672149105 0.35410154 -1.620027962 0.30229226
## 378 0.46749661 -0.683827307 0.51068567 -0.588918734 1.13146117
## 379 0.75287099 -0.237980015 0.67909348 -0.385478795 0.29094329
## 380 0.51121484 -0.928412557 0.51106236 -0.941319059 0.05484083
## 381 0.61017489 -0.740436888 0.55650989 -0.893966009 1.08451800
## 382 1.81993746 1.243249731 1.98629854 1.382771355 -0.94750848
## 383 0.80340665 -0.118594899 0.69167432 -0.315791371 0.49751063
## 384 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 385 2.10904115 1.880680260 2.18851203 1.987259689 -1.58362684
## 386 1.29661016 0.623524956 1.61593684 1.018260886 0.19100644
## 387 1.77267152 1.198217350 1.67724406 1.076946429 -0.99165791
## 388 0.45887963 -0.751687372 0.48181955 -0.687372092 0.84992906
## 389 0.37942913 -1.097046430 0.46300288 -0.809668755 1.23647704
## 390 3.20908695 2.445476636 3.38353349 2.522545198 -3.62075261
## 391 0.05914247 -2.817028651 0.05165930 -2.898313158 1.61725939
## 392 0.77744130 -0.256873656 0.86126230 -0.087038764 0.01270687
## 393 0.97895620 0.176115930 0.91435095 0.084842096 0.32411928
## 394 0.62967826 -0.533739918 0.50880319 -0.840904810 0.18879155
## 395 0.55686758 -0.627737633 0.60371478 -0.505408746 0.75382241
## 396 2.44395514 1.899697222 2.72127767 2.131723487 -2.06399315
## 397 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 398 1.08419971 0.340001242 1.02061623 0.244792002 0.14544338
## 399 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 400 0.42789059 -1.270746245 0.42589969 -1.355162682 1.38015285
## 401 1.74867615 1.178781400 2.10798799 1.628101517 -0.30555661
## 402 0.60611211 -0.508659270 0.61672595 -0.464670155 0.46736138
## 403 0.82594225 -0.089367971 0.82656793 -0.066260966 0.49793478
## 404 2.16121384 1.608929696 2.32046798 1.740620559 -1.72016048
## 405 0.04407737 -3.338058131 0.04452420 -3.370288861 1.47314053
## 406 0.45840603 -1.138291575 0.44895669 -1.257626413 1.04274075
## 407 0.42437543 -1.346029471 0.46704584 -1.210308984 1.11464311
## 408 0.61061780 -0.442631254 0.63771801 -0.375571545 0.76268441
## 409 0.41497478 -1.037511047 0.42836821 -0.992468587 1.02023179
## 410 0.11254301 -2.324315059 0.11719272 -2.280540162 1.61750973
## 411 0.43687729 -0.932087457 0.42961002 -0.896429558 0.83141389
## 412 0.36295027 -1.573478898 0.30957631 -1.829701001 1.30224198
## 413 0.52618463 -0.713877446 0.54955828 -0.610311695 0.71276056
## 414 0.21702437 -1.779086858 0.22256844 -1.753365461 1.35594377
## 415 0.87864684 0.013822749 0.71426381 -0.272167522 0.24837955
## 416 1.31718936 0.672419721 1.50787979 0.913656275 0.02614669
## 417 4.27949624 3.936503246 4.59723708 4.249013961 -8.55945093
## 418 0.14109575 -2.102173397 0.12260480 -2.192814829 1.32585280
## 419 0.45260481 -0.874366445 0.42370899 -0.916530423 0.77537737
## 420 0.37685854 -1.370756985 0.46257953 -1.098632000 0.75430122
## 421 0.79002175 -0.289779567 0.77980762 -0.314370527 0.94917200
## 422 0.90575254 -0.032761548 0.90327539 -0.041120155 0.49107504
## 423 0.26776698 -1.469160287 0.24290788 -1.531652345 1.03155999
## 424 0.46153672 -0.885549921 0.46618760 -0.817440469 1.19978543
## 425 0.62112417 -0.515377944 0.78100178 -0.181448318 0.80619120
## 426 0.76820858 -0.183975684 0.71536057 -0.258690335 0.12893366
## 427 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 428 2.33040736 1.949159203 2.43492405 2.072762568 -2.12990554
## 429 1.78757579 1.213899124 2.30399566 1.680283901 -0.49057790
## 430 0.17377618 -1.901744283 0.16750683 -1.904729654 1.37497833
## 431 0.86635687 -0.007187688 0.94613370 0.136498853 0.60682756
## 432 0.42480845 -1.323995489 0.41693864 -1.399158229 0.76522535
## 433 0.21028471 -1.693509669 0.22073246 -1.573258660 1.12918897
## 434 0.85776032 -0.026597279 0.80295927 -0.101904267 0.23635296
## 435 0.69258317 -0.255923366 0.72233143 -0.198695631 0.36856276
## 436 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 437 0.31964940 -1.378392973 0.33841076 -1.314844296 1.11483842
## 438 0.27687559 -1.504112531 0.30014898 -1.410696038 1.35319414
## 439 2.04955616 1.535644588 1.98240326 1.464472836 -1.54860753
## 440 0.38763817 -1.054580916 0.42140879 -0.917819538 1.32705799
## 441 0.35303054 -1.325317067 0.33273369 -1.410776697 0.81830618
## 442 0.26002737 -1.532337101 0.22231503 -1.598966129 1.13159398
## 443 0.44077919 -0.917633689 0.35427761 -1.107804750 0.89803527
## 444 0.61058781 -0.501659929 0.58607747 -0.519403240 0.51004461
## 445 0.35061493 -1.180377896 0.33035782 -1.215049210 0.98075763
## 446 0.44702784 -0.897375367 0.54088207 -0.619938457 1.06881203
## 447 0.79619394 -0.278325057 0.66208349 -0.615619150 0.14196974
## 448 2.10442650 1.531453987 2.67000988 1.981750883 -1.15543719
## 449 1.16798784 0.463451050 1.11058451 0.381005104 -0.45030987
## 450 0.23097708 -1.604314615 0.29437537 -1.297223555 1.50824091
## 451 1.95564558 1.396193170 2.21126926 1.622148265 -1.35073311
## 452 0.41640561 -1.333587423 0.52797208 -1.019046453 0.67072308
## 453 0.16722988 -2.146615217 0.19331499 -2.024905926 1.36819274
## 454 0.41599667 -1.150991803 0.41956053 -1.154706349 0.87560921
## 455 1.03393680 0.263750662 0.95045737 0.143186627 0.12379473
## 456 1.10991414 0.378086418 1.09832240 0.363377105 0.16877288
## 457 0.47926119 -0.806840399 0.51295000 -0.695367774 0.75990303
## 458 2.31185337 1.758123296 2.55631845 1.907285604 -2.59427350
## 459 1.02032269 0.266121975 0.88660851 0.073692182 0.34582680
## 460 0.22615518 -1.874842365 0.25621547 -1.758880784 0.84826660
## 461 0.73198815 -0.319690308 0.84448037 -0.095325045 0.92003811
## 462 0.11155446 -2.266892699 0.10609619 -2.187911209 1.32186397
## 463 4.25020135 3.130099675 4.56227032 3.253302845 -3.70843273
## 464 0.92945147 0.041719229 1.07385088 0.310851524 0.74928507
## 465 0.45850193 -1.212834617 0.46378002 -1.195922994 1.31665517
## 466 0.18831730 -1.803355749 0.18865036 -1.760798767 1.42269070
## 467 0.88067558 0.001287471 1.13438220 0.416009028 0.77581333
## 468 0.69497060 -0.340509217 0.73638875 -0.227679880 0.22513612
## 469 1.77267152 1.198217350 1.67724406 1.076946429 -0.99165791
## 470 0.36262912 -1.345189661 0.36463365 -1.355945823 1.51204880
## 471 0.15173256 -1.980622153 0.15312405 -1.920896251 1.42186997
## 472 1.73739598 1.284939926 1.87950065 1.470273743 -1.03428257
## 473 0.20519409 -2.324653861 0.24807896 -2.124072145 1.16436730
## 474 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 475 0.31976018 -1.304557770 0.34042847 -1.216236604 0.98978723
## 476 0.29528361 -1.458090915 0.26481410 -1.575890203 1.06011292
## 477 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 478 0.22020430 -1.676914408 0.21834403 -1.656070809 1.35626777
## 479 0.93887901 0.063259131 0.90517072 -0.006149465 0.41268815
## 480 0.17073491 -1.979533536 0.15808122 -2.039958497 1.24398346
## 481 1.13457717 0.416918273 1.10937582 0.375300381 -0.36546554
## 482 4.24188439 3.127601309 5.18929785 3.537634339 -3.68489659
## 483 0.35912058 -1.215724520 0.34915747 -1.242955033 1.05872700
## 484 0.30947748 -1.466058367 0.32936564 -1.404924376 1.11896047
## 485 0.81846886 -0.094969127 1.03059583 0.261627143 0.61719880
## 486 1.17892689 0.504869529 1.07441341 0.311968709 -0.17786452
## 487 0.81085915 -0.140958779 0.87243913 -0.026294343 0.30823230
## 488 2.05563381 1.745281719 1.93129815 1.598787659 -2.43428065
## 489 0.17027331 -2.357686351 0.17483919 -2.348143370 1.04663556
## 490 0.58493787 -0.691057274 0.54979001 -0.794829778 0.57345434
## 491 1.06542798 0.313518508 1.34592461 0.692885421 0.09590683
## 492 0.60576304 -0.629324984 0.55534695 -0.769167243 0.30715612
## 493 0.38385015 -1.074286788 0.33722838 -1.157993469 1.03176295
## 494 0.11155446 -2.266892699 0.10609619 -2.187911209 1.32186397
## 495 0.49055135 -0.854313110 0.54094296 -0.725133334 0.54686743
## 496 0.58183129 -0.780256802 0.69935749 -0.479231777 0.38009926
## 497 0.97343574 0.166390595 1.00488341 0.225991604 0.35436021
## 498 0.61360984 -0.604412623 0.63581992 -0.559993918 0.16228844
## 499 0.41146507 -1.299125004 0.40954462 -1.314424427 0.76623109
## 500 0.20770098 -1.921382451 0.21553296 -2.063969629 0.99411362
## 501 0.39129581 -1.080407757 0.38191096 -1.046363761 1.16542726
## 502 0.16906311 -1.895035415 0.15605757 -1.917049208 1.58026199
## 503 0.45159785 -0.720401166 0.47623430 -0.664880813 1.16658604
## 504 0.50975068 -1.057055536 0.40364166 -1.428262557 0.58056866
## 505 0.60619324 -0.524270664 0.63893666 -0.415062930 0.94868990
## 506 2.57921689 2.235806781 2.64880434 2.322274179 -4.03657620
## 507 0.36797135 -1.242798776 0.39318965 -1.168935922 1.17137704
## 508 0.59505083 -0.533356244 0.50159027 -0.710807354 0.54993932
## 509 1.54664986 1.079187740 1.49071070 1.000035425 -2.01022215
## 510 1.53532511 0.943176259 1.54684924 0.934228050 -0.90320417
## 511 0.21773735 -1.677912829 0.21930146 -1.637559665 1.17207553
## 512 0.29807781 -1.445968349 0.33653076 -1.308651218 0.85710395
## 513 2.43911819 1.839112724 2.74150169 2.053915460 -1.79895209
## 514 2.05315771 1.604750073 2.08656772 1.651389880 -2.10640475
## 515 0.51613077 -0.744145197 0.52658802 -0.668540387 1.07770649
## 516 0.24437871 -1.633997127 0.25872275 -1.568245904 1.24048000
## 517 1.46459183 0.976069454 1.48882016 1.013444338 -0.75215037
## 518 1.07494744 0.327188784 0.98095607 0.191523194 -0.12138935
## 519 0.59622259 -0.552946295 0.61057924 -0.479310617 0.87601471
## 520 0.51891102 -0.764078111 0.52375461 -0.749113609 0.79429836
## 521 1.01051067 0.204492066 1.03545370 0.247319379 0.20473216
## 522 0.59819945 -0.638646227 0.65435151 -0.512417141 0.94520144
## 523 1.94711351 1.403061036 2.16910329 1.570480002 -1.15247897
## 524 0.39735352 -1.234111427 0.40645787 -1.220759935 1.15913565
## 525 0.54713307 -0.605395586 0.55711880 -0.560477819 1.01434375
## 526 0.33911759 -1.211079179 0.28613281 -1.332056925 0.94749758
## 527 0.84812810 -0.123427165 1.02316147 0.219622364 0.05615677
## 528 2.02491380 1.539187972 1.83995054 1.341847723 -1.96726141
## 529 0.23097708 -1.604314615 0.29437537 -1.297223555 1.50824091
## 530 0.61017489 -0.740436888 0.55650989 -0.893966009 1.08451800
## 531 1.95655755 1.441815528 1.82788475 1.302055215 -1.33753190
## 532 1.09465144 0.353448731 1.03028858 0.251402167 -0.49182276
## 533 0.23586743 -1.955439947 0.22765925 -2.016866747 1.03572202
## 534 0.23446913 -1.614800463 0.25041302 -1.466702568 1.16425351
## 535 0.39164922 -1.080379025 0.45481520 -0.887126852 0.91870484
## 536 0.23893635 -1.895631449 0.19475437 -2.145038950 1.15701887
## 537 0.86790657 -0.004555711 0.89175122 0.044324575 0.12700503
## 538 0.75556580 -0.316400146 0.87665106 -0.087555464 0.76426920
## 539 0.58328547 -0.614239298 0.72725934 -0.297711727 0.91712472
## 540 0.53081408 -0.809380056 0.49542585 -0.918127314 0.87193807
## 541 0.35164845 -1.188264296 0.31066813 -1.251185178 1.05878961
## 542 0.60553644 -0.768786845 0.64089751 -0.673736707 0.17810178
## 543 0.14348747 -2.328302705 0.13980737 -2.378967263 1.44329581
## 544 0.75191355 -0.154074459 0.60896203 -0.469102371 0.39190958
## 545 0.71859853 -0.289646584 0.68154419 -0.330351759 0.89897128
## 546 2.00344079 1.472886535 2.02087461 1.484061084 -0.62136676
## 547 0.54541264 -0.667366174 0.55927201 -0.592525446 0.75294325
## 548 0.54865127 -0.601619159 0.56142994 -0.550844518 0.54807937
## 549 1.59460956 1.002088418 1.52387692 0.904278151 -0.62918956
## 550 0.23097708 -1.604314615 0.29437537 -1.297223555 1.50824091
## 551 0.80471600 -0.099534727 0.86435581 0.013163100 0.39148163
## 552 0.97343574 0.166390595 1.00488341 0.225991604 0.35436021
## 553 0.70859667 -0.317066029 0.62274522 -0.491065265 0.42060152
## 554 0.31806018 -1.293260555 0.29124473 -1.357521174 1.04491036
## 555 0.61056090 -0.548641680 0.59344523 -0.587338197 0.37069366
## 556 1.93921705 1.664739593 2.09013594 1.875284540 -1.86820474
## 557 0.62515387 -0.489401783 0.66407904 -0.370533415 0.24136626
## 558 0.69258317 -0.255923366 0.72233143 -0.198695631 0.36856276
## 559 0.71859853 -0.289646584 0.68154419 -0.330351759 0.89897128
## 560 0.47130831 -0.889875338 0.37172986 -1.178175324 1.02568660
## 561 3.76424789 2.821349857 3.40872905 2.509814275 -2.52518475
## 562 1.40500840 0.838721916 1.17792275 0.490829967 -0.83419766
## 563 1.82790705 1.164800274 3.16408347 2.274484886 -0.48740113
## 564 0.29404103 -1.424756663 0.32301319 -1.311728235 0.91278167
## 565 0.18454043 -1.846943100 0.19872938 -1.684430345 1.30839476
## 566 4.25020135 3.130099675 4.56227032 3.253302845 -3.70843273
## 567 0.29995938 -1.351073201 0.23168866 -1.532196179 1.29866756
## 568 0.48112618 -0.833502887 0.50643862 -0.716651918 0.67885417
## 569 0.41258980 -1.008743482 0.37467200 -1.055195150 1.09506143
## 570 0.22316005 -1.793480162 0.24146865 -1.720333865 1.42952773
## 571 0.65224532 -0.358598316 0.70332051 -0.250864336 0.52637482
## 572 1.05345489 0.293436851 1.07618129 0.332266063 0.08176790
## 573 0.50636046 -1.032290587 0.47823295 -1.122781587 0.10602620
## 574 0.20987843 -1.855071590 0.19989553 -1.912795107 1.24933991
## 575 0.87059404 -0.014739962 0.84432681 -0.059465462 0.18500084
## 576 0.18756488 -1.794380035 0.17417886 -1.807549496 1.42574099
## 577 1.28792402 0.637964054 1.27991507 0.626635610 -0.70223539
## 578 1.69552835 1.185916650 1.86404913 1.390327201 -1.38550586
## 579 0.36145999 -1.133444174 0.46944117 -0.795237503 0.92647882
## 580 0.80350064 -0.116029562 0.81682388 -0.078486638 0.55316470
## 581 0.64555126 -0.463298006 0.57295118 -0.708598296 1.16816088
## 582 0.97602217 0.139639235 0.82835660 -0.153313449 -0.56461074
## 583 1.07714460 0.330977227 1.36086111 0.712489867 0.05908529
## 584 0.75784165 -0.292114789 0.88116618 -0.042440282 0.30506814
## 585 0.46733597 -0.868732267 0.39644024 -1.002493080 1.07038082
## 586 3.93314547 2.932526187 3.72497547 2.748333941 -4.03815495
## 587 0.13415284 -2.136124947 0.12449320 -2.169700657 1.46392299
## 588 0.61355784 -0.504571931 0.63252251 -0.430611864 0.80127400
## 589 0.46749661 -0.683827307 0.51068567 -0.588918734 1.13146117
## 590 0.94367182 0.115756859 0.93527971 0.115798699 0.26211567
## 591 0.72324404 -0.282053956 0.81252027 -0.105947924 0.68383420
## 592 0.35527419 -1.187849870 0.38133911 -1.089205464 1.10020995
## 593 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 594 0.45887963 -0.751687372 0.48181955 -0.687372092 0.84992906
## 595 0.78905371 -0.144718140 0.84181920 -0.034100030 0.65846997
## 596 0.41313382 -0.981343967 0.39951888 -0.979169811 0.76995614
## 597 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 598 0.24766621 -1.534922943 0.27289528 -1.372275168 1.23824661
## 599 1.24043871 0.569220725 0.90251297 0.039961154 0.05783765
## 600 0.34484682 -1.513547534 0.33785160 -1.554666465 0.89734933
## 601 0.14936680 -2.004289673 0.14844630 -1.964519874 1.31325125
## 602 0.16918723 -1.938791141 0.16584195 -1.932123553 1.57466516
## 603 0.87139278 -0.016080976 0.90925138 0.052030306 0.38513609
## 604 1.33212132 0.683674777 1.48496524 0.863314049 -0.49246736
## 605 0.14348747 -2.328302705 0.13980737 -2.378967263 1.44329581
## 606 0.39303483 -1.039518025 0.44529488 -0.852406512 0.82712126
## 607 0.14348747 -2.328302705 0.13980737 -2.378967263 1.44329581
## 608 1.75935577 1.184119763 1.64958924 1.047419627 -1.51711776
## 609 2.53242723 2.197519022 2.58403822 2.266309381 -1.96151260
## 610 0.42790378 -0.942945921 0.37770197 -1.050923394 0.77157610
## 611 0.65224532 -0.358598316 0.70332051 -0.250864336 0.52637482
## 612 1.24199852 0.612198221 1.10577358 0.370700335 -0.81473922
## 613 1.51503277 0.912095738 1.76379347 1.178377108 -1.03111354
## 614 0.54713307 -0.605395586 0.55711880 -0.560477819 1.01434375
## 615 0.54713307 -0.605395586 0.55711880 -0.560477819 1.01434375
## 616 1.86328400 1.296492044 1.71157206 1.119846944 -0.89081893
## 617 0.17343953 -2.522777146 0.21232496 -2.300852618 1.15962786
## 618 1.31441088 0.661102719 1.21017042 0.518211585 -0.40610669
## 619 0.24437871 -1.633997127 0.25872275 -1.568245904 1.24048000
## 620 0.03402528 -2.956786138 0.03514483 -2.828483030 1.69047991
## 621 2.01951659 1.654093581 2.11091507 1.771498913 -1.57291451
## 622 0.55360265 -0.907533206 0.58466500 -0.849082299 1.01173074
## 623 0.83029463 -0.101211979 0.99240505 0.186639589 0.41160481
## 624 0.51127963 -1.047414806 0.44873553 -1.256194336 1.49203865
## 625 2.00386297 1.458949179 2.36675955 1.743717508 -0.83450885
## 626 5.33574460 4.639550352 5.03472574 4.439970787 -8.97955225
## 627 0.56806789 -0.764680249 0.68369293 -0.482448088 0.92719843
## 628 1.61379178 1.101279655 1.63557627 1.136214495 -1.20701465
## 629 1.13246219 0.419602656 1.09547627 0.351650286 0.65225231
## 630 1.39575729 0.804300840 1.49490883 0.943743865 -0.35610523
## 631 0.87041662 -0.053491030 0.83266719 -0.133349555 0.67187527
## 632 1.24043871 0.569220725 0.90251297 0.039961154 0.05783765
## 633 0.29812997 -1.410729539 0.30803726 -1.365000381 1.12495126
## 634 0.57041913 -0.611644366 0.55771408 -0.630586346 0.62475168
## 635 0.18831730 -1.803355749 0.18865036 -1.760798767 1.42269070
## 636 0.81227823 -0.078842349 0.75753199 -0.163063910 0.49294253
## 637 1.37452224 0.818885280 1.12490510 0.404470925 -0.89846844
## 638 0.53333442 -0.693133454 0.54625619 -0.615418476 0.96213646
## 639 5.08634703 3.652117284 4.52064096 3.209270839 -3.82443810
## 640 0.27639453 -1.469834653 0.31377930 -1.258304186 1.23060201
## 641 1.30530771 0.653641327 1.45479630 0.829628739 -0.14247703
## 642 5.46860759 3.822874460 5.59703636 3.832436916 -4.94168216
## 643 1.30706091 0.673706329 1.77476157 1.347579760 -0.09624539
## 644 1.11270588 0.381701453 1.13759463 0.419175751 -0.20440728
## 645 1.14659188 0.433873576 0.88078512 -0.015850878 -0.29042820
## 646 0.84846184 -0.081427253 1.05383710 0.277659940 0.33666802
## 647 0.16325057 -1.950501493 0.15653575 -1.953822320 1.51956371
## 648 0.70224707 -0.335887009 0.76096697 -0.214946264 0.40612420
## 649 0.31976018 -1.304557770 0.34042847 -1.216236604 0.98978723
## 650 0.20258606 -2.001103239 0.20747850 -1.999922150 1.19159319
## 651 2.02083862 1.566542136 2.15851927 1.723660633 -1.40998086
## 652 0.28337449 -1.400959507 0.25939439 -1.421775464 1.11141231
## 653 1.04709559 0.284803675 1.03237635 0.268761228 -0.01260177
## 654 3.00252056 2.298413893 3.43472484 2.567484663 -2.37891152
## 655 0.99675162 0.207799749 0.98872398 0.203487466 0.11957341
## 656 0.22615518 -1.874842365 0.25621547 -1.758880784 0.84826660
## 657 0.17159720 -2.340006916 0.16559275 -2.397123283 1.67076353
## 658 1.86291660 1.308514856 1.82725280 1.235091747 -1.23015818
## 659 0.81091290 -0.113599056 0.73942956 -0.219467745 0.22049040
## 660 0.41709611 -0.975810883 0.49495612 -0.743679329 1.12952194
## 661 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 662 0.18762186 -1.983435067 0.18937756 -1.987259262 1.24404210
## 663 0.93788769 0.035994895 0.91614468 -0.012733887 -0.46053741
## 664 0.83414951 -0.069517923 0.81824465 -0.091075808 0.32723180
## 665 0.52122846 -0.702717929 0.55205529 -0.604584668 0.86917401
## 666 0.35502309 -1.397176301 0.29849307 -1.633597040 0.92895097
## 667 3.58666088 2.732222197 3.59439970 2.703004756 -4.30308265
## 668 0.23612308 -1.631426390 0.21194094 -1.716591005 1.19568792
## 669 0.12664740 -2.137420247 0.11503148 -2.111108922 1.38594450
## 670 0.05914247 -2.817028651 0.05165930 -2.898313158 1.61725939
## 671 1.16735457 0.478131336 1.28160987 0.671052679 0.14007177
## 672 0.51613077 -0.744145197 0.52658802 -0.668540387 1.07770649
## 673 3.00252056 2.298413893 3.43472484 2.567484663 -2.37891152
## 674 0.49707138 -0.786849274 0.49890337 -0.734232872 1.16847873
## 675 0.22615518 -1.874842365 0.25621547 -1.758880784 0.84826660
## 676 0.66537030 -0.513093308 0.66102524 -0.532628780 0.86812245
## 677 0.31814187 -1.554937159 0.30756147 -1.617003249 0.53854799
## 678 1.94751692 1.380857198 1.67272491 1.075837845 -0.91405710
## 679 0.28144676 -1.753760471 0.28756476 -1.745086217 0.69755490
## 680 0.55568171 -0.676168480 0.46144101 -0.918161266 0.66035775
## 681 0.29995938 -1.351073201 0.23168866 -1.532196179 1.29866756
## 682 0.49707138 -0.786849274 0.49890337 -0.734232872 1.16847873
## 683 0.27639453 -1.469834653 0.31377930 -1.258304186 1.23060201
## 684 1.38210427 0.741847826 1.40899958 0.766118738 -0.10733919
## 685 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 686 0.97649602 0.171139980 0.99592393 0.204969552 -0.66329406
## 687 0.44077919 -0.917633689 0.35427761 -1.107804750 0.89803527
## 688 2.09785786 1.525611939 1.92212045 1.324930736 -1.95596608
## 689 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 690 0.48237311 -0.829443172 0.46856553 -0.811582838 0.55207377
## 691 0.26066304 -1.609922963 0.25760479 -1.626452215 1.31245094
## 692 0.50324906 -0.767604851 0.50532352 -0.747471504 0.78581234
## 693 0.13925029 -2.041671780 0.13325678 -2.006591908 1.43975417
## 694 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 695 0.99124286 0.152855235 0.98200300 0.134203321 0.16220073
## 696 4.67957740 3.439785940 5.51313721 3.739373691 -4.49549200
## 697 0.31278537 -1.290503655 0.40054957 -0.973546491 1.35115363
## 698 0.33582777 -1.215525441 0.27045790 -1.382176717 1.14212100
## 699 0.29040154 -1.756641645 0.29412229 -1.753114594 1.07338526
## 700 1.99738007 1.430172122 2.07825915 1.483629508 -1.04503371
## 701 1.44558439 0.878455651 1.24674459 0.593775664 -0.53806558
## 702 0.11336839 -2.386646125 0.12325706 -2.323662092 1.46653530
## 703 0.42952848 -0.935803941 0.45559452 -0.827870477 0.94100933
## 704 0.85335670 -0.144776486 0.82048946 -0.231756154 0.92802639
## 705 0.70573267 -0.323020545 0.79381683 -0.146406923 0.76601716
## 706 4.17230436 3.639004167 3.68802802 3.291129063 -5.51822095
## 707 1.00332836 0.216632508 0.83011675 -0.064678656 -0.24903679
## 708 0.99747768 0.205452400 0.90818481 0.063274676 -0.17669735
## 709 0.71879175 -0.290593963 0.68359412 -0.353005786 0.30808821
## 710 0.34771180 -1.252720051 0.30783916 -1.384109285 0.88349812
## 711 0.11336839 -2.386646125 0.12325706 -2.323662092 1.46653530
## 712 0.09881474 -2.333786292 0.09420694 -2.257045854 1.48978621
## 713 1.21903041 0.539838349 0.90399344 0.038597575 -0.13917564
## 714 0.88608783 0.048964576 0.99986930 0.228409421 0.59789652
## 715 1.03335948 0.254696255 1.05443573 0.288683830 -0.32507189
## 716 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 717 0.25890778 -1.624068821 0.29081215 -1.502672341 0.98779791
## 718 7.84672938 4.859241817 8.43812636 4.918028124 -7.84911336
## 719 0.60290649 -0.513478974 0.69047172 -0.310346744 0.48439975
## 720 2.58124360 2.397251734 2.40179330 2.202347600 -2.99554574
## 721 0.48581296 -1.081449418 0.52602673 -0.960989258 0.62295859
## 722 1.47924384 0.874437976 1.49278174 0.873523458 -0.46225550
## 723 0.45159785 -0.720401166 0.47623430 -0.664880813 1.16658604
## 724 0.09140317 -3.036943164 0.09383452 -3.023508646 0.78135202
## 725 0.63621383 -0.676427728 0.68837306 -0.539036285 0.68277552
## 726 1.29857205 0.638619644 1.40594075 0.764977716 -0.85082913
## 727 0.29669460 -1.494994685 0.31543275 -1.433864696 1.17517719
## 728 0.77148092 -0.183119793 0.67631508 -0.358327796 0.42296219
## 729 0.45159785 -0.720401166 0.47623430 -0.664880813 1.16658604
## 730 0.10156744 -2.284364498 0.11535506 -2.118314424 1.58176887
## 731 0.53276573 -0.846689481 0.55461345 -0.799267663 0.94079545
## 732 1.55150592 0.951795424 1.40533744 0.765912023 -0.90739395
## 733 0.46161312 -0.963528348 0.54189717 -0.837110920 0.93789910
## 734 1.12636209 0.404202756 1.11224907 0.380469234 -0.46237328
## 735 0.64771611 -0.421889924 0.68030311 -0.338594791 0.26993927
## 736 0.31551291 -1.335057389 0.32142062 -1.300446626 1.05561270
## 737 0.27929506 -1.888355249 0.26308043 -1.966503640 1.81141538
## 738 1.00298494 0.170672151 1.00133790 0.166544221 0.31856275
## 739 0.42886878 -1.216022988 0.41325065 -1.280380611 1.65779139
## 740 0.42685444 -1.282843951 0.45389664 -1.194044564 1.59836458
## 741 1.96064436 1.392700174 2.14325110 1.532610894 -1.60104162
## 742 0.11155446 -2.266892699 0.10609619 -2.187911209 1.32186397
## 743 0.11155446 -2.266892699 0.10609619 -2.187911209 1.32186397
## 744 1.04899462 0.262846053 1.23815223 0.610626240 -0.28487471
## 745 1.43074717 0.829130084 1.76671578 1.233696422 -0.30652082
## 746 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 747 0.82093834 -0.087267913 0.76767018 -0.162069701 0.43004230
## 748 0.37459444 -1.093323783 0.32831839 -1.189698894 0.95297526
## 749 0.22402821 -1.706317913 0.20103837 -1.798610668 1.12838490
## 750 0.76650202 -0.196402202 0.81576025 -0.083982950 0.18194432
## 751 0.32997190 -1.506493180 0.32094080 -1.560984570 1.00472993
## 752 0.74565287 -0.392939927 0.88237781 -0.078794861 0.65759038
## 753 0.41383679 -0.863287865 0.42170571 -0.919902366 1.21987821
## 754 1.35963892 0.768583552 1.25248290 0.609186245 -0.84098202
## 755 2.53035067 1.912191294 2.49084690 1.834219557 -1.66406348
## 756 0.71859853 -0.289646584 0.68154419 -0.330351759 0.89897128
## 757 0.56001443 -0.676471588 0.49271118 -0.849623984 0.74562742
## 758 0.17159720 -2.340006916 0.16559275 -2.397123283 1.67076353
## 759 0.26467998 -1.798082440 0.28407207 -1.733632817 1.20015555
## 760 0.69594485 -0.250339932 0.75500855 -0.142593365 0.78244053
## 761 0.77612812 -0.167265487 0.73095345 -0.236955718 0.33324976
## 762 0.18454043 -1.846943100 0.19872938 -1.684430345 1.30839476
## 763 0.78372944 -0.300162254 0.92273048 -0.001185965 0.60474844
## 764 0.28532960 -1.804806147 0.27455460 -1.862619195 0.49077746
## 765 0.74602424 -0.228990928 0.70861989 -0.289550820 0.32356184
## 766 0.29138717 -1.702552774 0.30609559 -1.659151029 1.26798015
## 767 1.58038868 0.989319332 1.56372078 0.959602803 -1.53203301
## 768 0.88608783 0.048964576 0.99986930 0.228409421 0.59789652
## 769 0.94756059 0.133670132 1.07148471 0.326967935 -0.08025651
## 770 1.00187013 0.214702998 1.04925225 0.293605424 -0.00829157
## 771 0.64730547 -0.551530590 0.67204554 -0.501221930 0.97483221
## 772 1.09134067 0.344216513 1.16016444 0.474514109 0.49114698
## 773 0.41313382 -0.981343967 0.39951888 -0.979169811 0.76995614
## 774 4.24727701 3.265173801 4.20561284 3.235467926 -5.47131038
## 775 0.54733704 -0.778141059 0.49384310 -0.937685893 0.93755133
## 776 0.80350064 -0.116029562 0.81682388 -0.078486638 0.55316470
## 777 0.33582777 -1.215525441 0.27045790 -1.382176717 1.14212100
## 778 3.19894962 2.953596884 3.49091641 3.338747058 -5.71160759
## 779 1.78519868 1.364110743 1.60946684 1.142506381 -1.80280073
## 780 0.38419755 -1.488177719 0.45275250 -1.243766808 1.36512539
## 781 1.00628460 0.218208026 1.17953254 0.477609559 -0.15787759
## 782 1.12344145 0.398249897 1.06177489 0.310631757 0.02979581
## 783 0.83137248 -0.072269241 0.92623013 0.105030546 0.19490250
## 784 3.90727763 2.971907632 4.82103848 3.392335287 -2.51522448
## 785 0.63828760 -0.450640842 0.66795073 -0.376379608 0.55960151
## 786 0.19147401 -1.787282060 0.22404315 -1.561813433 1.37320351
## 787 0.75978342 -0.208371607 0.67228997 -0.372274677 0.61090986
## 788 1.33515915 0.717052157 1.52784284 0.983961647 -0.42514101
## 789 1.22575295 0.545079796 1.08167361 0.336711956 -0.85531754
## 790 1.05345471 0.276936041 0.98297095 0.145518876 -0.19342141
## 791 2.01464826 1.690683332 2.01301822 1.695012535 -2.15896135
## 792 0.75549377 -0.219420409 0.71143411 -0.276530325 0.55487214
## 793 2.50178261 2.158662393 2.61497556 2.288795359 -2.65294248
## 794 0.38096608 -1.111458566 0.34576464 -1.155202400 0.72396504
## 795 0.16918723 -1.938791141 0.16584195 -1.932123553 1.57466516
## 796 0.17936333 -1.902116739 0.18526976 -1.854638071 1.36003376
## 797 0.51956712 -1.027274896 0.64258706 -0.676441505 1.19230879
## 798 2.07871640 1.786490158 2.10985988 1.827466945 -1.98286691
## 799 0.48356655 -0.806750744 0.50597587 -0.703299729 1.13961402
## 800 0.33209242 -1.416038410 0.35189191 -1.360868994 1.43483617
## 801 0.16325057 -1.950501493 0.15653575 -1.953822320 1.51956371
## 802 0.29995938 -1.351073201 0.23168866 -1.532196179 1.29866756
## 803 0.80471600 -0.099534727 0.86435581 0.013163100 0.39148163
## 804 0.45887963 -0.751687372 0.48181955 -0.687372092 0.84992906
## 805 4.21326630 3.132924972 5.01966483 3.546799460 -4.54153317
## 806 0.21773735 -1.677912829 0.21930146 -1.637559665 1.17207553
## 807 0.31891595 -1.295902707 0.37640227 -1.047335512 0.97176343
## 808 1.36921125 0.787338793 1.59993951 1.119032695 -0.41584484
## 809 0.24437871 -1.633997127 0.25872275 -1.568245904 1.24048000
## 810 0.67647769 -0.369143584 0.64373756 -0.401955198 0.36441126
## 811 1.09020227 0.350130033 1.29320394 0.628448514 0.05183716
## 812 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 813 1.90540198 1.491739573 1.68526460 1.285144885 -1.55610268
## 814 1.02032269 0.266121975 0.88660851 0.073692182 0.34582680
## 815 0.28497800 -1.434216394 0.27368901 -1.457040837 1.02083146
## 816 0.54865127 -0.601619159 0.56142994 -0.550844518 0.54807937
## 817 0.34786333 -1.183498752 0.32512535 -1.201866661 1.38697356
## 818 0.24872656 -1.554254134 0.27785622 -1.363998537 0.98494794
## 819 0.46749661 -0.683827307 0.51068567 -0.588918734 1.13146117
## 820 0.29807781 -1.445968349 0.33653076 -1.308651218 0.85710395
## 821 0.16239067 -1.916605460 0.16819037 -1.828589152 1.28282131
## 822 1.61093396 1.025942291 1.47006625 0.842684485 -0.82282413
## 823 0.13294706 -2.145227799 0.13590721 -2.015423661 1.24492552
## 824 1.47924384 0.874437976 1.49278174 0.873523458 -0.46225550
## 825 0.45785394 -0.871460834 0.45267934 -0.834085603 0.72756139
## 826 0.16239067 -1.916605460 0.16819037 -1.828589152 1.28282131
## 827 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 828 0.73174450 -0.431815720 0.73859303 -0.415749029 -0.05720045
## 829 0.21655780 -2.098553100 0.21413791 -2.127687828 0.64252049
## 830 3.55341125 2.759821254 3.35169466 2.602556952 -3.37047083
## 831 0.13925029 -2.041671780 0.13325678 -2.006591908 1.43975417
## 832 1.00153674 0.176417250 1.18045760 0.501991608 -0.13414625
## 833 0.17159720 -2.340006916 0.16559275 -2.397123283 1.67076353
## 834 0.68084489 -0.357068909 0.72186820 -0.250874293 0.59335691
## 835 0.34923078 -1.194695426 0.38607227 -1.058417667 1.05463835
## 836 1.29804424 0.641900528 1.28117518 0.616378288 -0.33303478
## 837 0.26383232 -1.605115339 0.28405887 -1.530163479 1.20723197
## 838 0.23097708 -1.604314615 0.29437537 -1.297223555 1.50824091
## 839 0.07619480 -2.854664429 0.07861882 -2.862686779 1.44743168
## 840 0.54690977 -0.899853400 0.58485055 -0.793544568 0.72277915
## 841 0.98913109 0.191479201 1.05512242 0.296728073 0.14451955
## 842 0.29820479 -1.840448807 0.29286700 -1.867463316 1.39384079
## 843 0.09881474 -2.333786292 0.09420694 -2.257045854 1.48978621
## 844 0.34297266 -1.352089908 0.32943003 -1.413020652 1.17878210
## 845 0.50043536 -0.900088678 0.54167026 -0.799324195 1.06869021
## 846 0.26002737 -1.532337101 0.22231503 -1.598966129 1.13159398
## 847 1.17782405 0.494763132 1.30523266 0.706397515 0.19540272
## 848 0.66235748 -0.445810214 0.81390815 -0.135780246 0.64407078
## 849 0.34786333 -1.183498752 0.32512535 -1.201866661 1.38697356
## 850 0.81862538 -0.093311476 0.76102074 -0.174953271 0.54976511
## 851 2.74767766 2.374277076 2.33335136 1.984578182 -2.93353982
## 852 0.38100035 -1.506595592 0.33701049 -1.694496871 1.36120751
## 853 1.33753300 0.698860980 1.26031024 0.592909196 -1.27167394
## 854 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 855 0.80498311 -0.091386167 0.71529858 -0.239144073 0.52920797
## 856 0.69479957 -0.333531600 0.68971816 -0.315470046 0.78646999
## 857 0.21100159 -1.692619943 0.19533321 -1.719073245 1.42378419
## 858 0.31157717 -1.315133967 0.35979343 -1.093371599 1.24946720
## 859 0.04320191 -3.099822314 0.03835400 -3.186120371 1.50157462
## 860 0.49421721 -0.343227888 0.81032639 0.088944318 1.12408182
## 861 0.23526157 -1.979530985 0.22960076 -2.026355696 0.59995679
## 862 1.50885090 1.025667772 1.66039788 1.289034015 -0.27173891
## 863 0.14041157 -2.278939046 0.17231824 -2.107367433 1.15317168
## 864 0.46157417 -0.867968318 0.42931033 -0.898669899 0.78420718
## 865 0.69594485 -0.250339932 0.75500855 -0.142593365 0.78244053
## 866 0.25196869 -1.514409628 0.25859232 -1.424947344 1.17610795
## 867 0.49861127 -0.778602075 0.54553097 -0.649478115 0.59254514
## 868 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 869 0.18326038 -1.867086069 0.14680579 -1.958879985 1.27463991
## 870 0.41497478 -1.037511047 0.42836821 -0.992468587 1.02023179
## 871 1.77151439 1.343825636 1.87025432 1.476746013 -1.25606428
## 872 1.21903041 0.539838349 0.90399344 0.038597575 -0.13917564
## 873 0.71906667 -0.281467545 0.77941274 -0.142289121 0.61024844
## 874 0.46421577 -0.948481408 0.59246107 -0.620271436 1.04932260
## 875 0.48188788 -0.894128792 0.40455352 -1.124480787 0.76709886
## 876 0.80804040 -0.114094155 0.74577887 -0.203836700 0.65295909
## 877 0.64362707 -0.661242174 0.62443358 -0.715450855 1.16977985
## 878 0.31176247 -1.308034823 0.29008514 -1.350647775 0.87130826
## 879 0.27985353 -1.447169651 0.25555888 -1.517882324 1.10347300
## 880 3.97846138 2.959677382 3.80354618 2.763712855 -3.08189727
## 881 1.70135909 1.127711676 1.59497569 0.984997458 -1.36796715
## 882 1.67035274 1.140416705 1.78340844 1.276104982 -0.78680012
## 883 0.62515387 -0.489401783 0.66407904 -0.370533415 0.24136626
## 884 0.46749661 -0.683827307 0.51068567 -0.588918734 1.13146117
## 885 0.34786333 -1.183498752 0.32512535 -1.201866661 1.38697356
## 886 0.94632344 0.135148047 0.95753852 0.159872488 0.20436457
## 887 0.69594485 -0.250339932 0.75500855 -0.142593365 0.78244053
## 888 0.75535362 -0.363827254 0.68069254 -0.549141872 -0.20740093
## 889 0.97343574 0.166390595 1.00488341 0.225991604 0.35436021
## 890 0.20272463 -1.740562385 0.19544999 -1.736533481 1.32412808
## 891 0.75841365 -0.200296107 0.62940085 -0.437780221 0.17410766
## 892 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 893 0.47280906 -0.654999316 0.40889509 -0.870461343 1.03223833
## 894 0.86195023 -0.023450527 0.94568498 0.132309735 0.38455379
## 895 0.11155446 -2.266892699 0.10609619 -2.187911209 1.32186397
## 896 0.14348747 -2.328302705 0.13980737 -2.378967263 1.44329581
## 897 0.45159785 -0.720401166 0.47623430 -0.664880813 1.16658604
## 898 0.25196869 -1.514409628 0.25859232 -1.424947344 1.17610795
## 899 1.01168283 0.215550912 0.93764436 0.085489638 -0.28177492
## 900 0.18326038 -1.867086069 0.14680579 -1.958879985 1.27463991
## 901 0.98064457 0.156194326 0.98207701 0.156666277 0.59468558
## 902 0.63592106 -0.566543275 0.59302306 -0.683867423 0.60080760
## 903 0.59110367 -0.545508237 0.55225637 -0.613376678 0.35162070
## 904 2.92148402 2.268112131 3.35804694 2.499194663 -2.28950246
## 905 0.31814187 -1.554937159 0.30756147 -1.617003249 0.53854799
## 906 0.54174399 -0.847051991 0.51267856 -0.941606626 0.99114990
## 907 0.94632344 0.135148047 0.95753852 0.159872488 0.20436457
## 908 1.30530771 0.653641327 1.45479630 0.829628739 -0.14247703
## 909 0.81227823 -0.078842349 0.75753199 -0.163063910 0.49294253
## 910 1.11385177 0.384480827 1.05476006 0.287853820 0.13336290
## 911 0.11336839 -2.386646125 0.12325706 -2.323662092 1.46653530
## 912 0.13415284 -2.136124947 0.12449320 -2.169700657 1.46392299
## 913 0.50733755 -0.756455753 0.49099048 -0.751244816 0.78628156
## 914 0.34170074 -1.197877430 0.34295312 -1.139855586 0.88571479
## 915 0.63277533 -0.544029129 0.55954596 -0.732788403 0.60382063
## 916 0.20276062 -2.305807993 0.23997787 -2.174419757 1.31936940
## 917 0.48606167 -0.450983806 0.77440948 -0.011938099 0.97718771
## 918 1.29385866 0.640935228 1.66993838 1.104841381 0.13228617
## 919 0.17278070 -1.862006624 0.14562653 -1.943183400 1.56682869
## 920 0.71443727 -0.288424509 0.77426611 -0.150679831 0.42222732
## 921 0.46402627 -0.860273705 0.44379588 -0.866573952 0.71969536
## 922 0.51465678 -0.724266319 0.48842585 -0.766015016 0.66786231
## 923 0.42176377 -0.978569972 0.40932580 -0.953999735 1.04560629
## 924 2.09247104 1.522916780 2.48484971 1.827482560 -1.65084483
## 925 0.47356734 -1.023523646 0.49788006 -0.965357751 1.16308585
## 926 0.81846886 -0.094969127 1.03059583 0.261627143 0.61719880
## 927 0.12613645 -2.776799210 0.13086172 -2.867185143 1.06876502
## 928 0.56015700 -0.878225298 0.56795445 -0.897537126 1.02040964
## 929 0.79994938 -0.134578527 0.66661252 -0.387400095 0.11053628
## 930 0.21894662 -1.954446715 0.20111069 -2.070619938 1.24224042
## 931 1.01635054 0.214548487 1.13259578 0.414477016 -0.04412536
## 932 2.53610006 1.916893271 2.88023172 2.139758656 -1.88167249
## 933 1.69801268 1.190596882 1.59763712 1.071798863 -1.11645460
## 934 1.39128388 0.775237410 1.35986850 0.732681603 -0.70750854
## 935 7.40063070 4.729490958 6.57245451 4.203205622 -6.00207424
## 936 0.45887963 -0.751687372 0.48181955 -0.687372092 0.84992906
## 937 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 938 1.48625857 0.878535405 1.54895795 0.943631650 -0.95393029
## 939 0.54428255 -0.668600274 0.55917284 -0.587468029 0.71583122
## 940 0.78017176 -0.314522391 0.72035617 -0.476656785 0.12992380
## 941 0.28497800 -1.434216394 0.27368901 -1.457040837 1.02083146
## 942 3.29947868 3.128914146 3.33929221 3.208133774 -6.04527444
## 943 0.37726288 -1.009749176 0.35372599 -1.052276638 1.30484312
## 944 0.85726955 -0.086278382 0.84542054 -0.115131651 0.58680356
## 945 0.42098709 -0.656291224 0.48312790 -0.554132777 1.22541527
## 946 1.85369713 1.306909907 1.67289408 1.101482710 -1.15504523
## 947 1.65773493 1.277525196 1.60500949 1.203078354 -0.64429883
## 948 0.71606561 -0.463973189 0.68038762 -0.554660255 0.30927740
## 949 0.92818841 0.037946292 0.86259591 -0.098580494 0.13440582
## 950 0.28750766 -1.899447651 0.31216021 -1.796917048 1.46351167
## 951 2.95945588 2.303706496 3.04473821 2.287306966 -3.06222356
## 952 0.16239067 -1.916605460 0.16819037 -1.828589152 1.28282131
## 953 1.04599689 0.282560765 1.02580059 0.258634839 0.12149578
## 954 0.22144585 -1.710208403 0.21400341 -1.728869551 1.26052933
## 955 0.97895620 0.176115930 0.91435095 0.084842096 0.32411928
## 956 0.41258980 -1.008743482 0.37467200 -1.055195150 1.09506143
## 957 0.69258317 -0.255923366 0.72233143 -0.198695631 0.36856276
## 958 3.18498534 2.481033639 2.81317624 2.177911149 -2.59485125
## 959 0.61383842 -0.540278873 0.66326111 -0.429408103 0.16899786
## 960 0.34170074 -1.197877430 0.34295312 -1.139855586 0.88571479#modified version (remove item with loading lower than 0.4)
DGS_7model_3 <- DGS %>%
select(c(DGS_27,DGS_29,DGS_46,DGS_52)) #51 out first and 9 out due to drop in loading
DGS_IRT_3 = mirt(data = DGS_7model_3,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -6314.131, Max-Change: 1.10832
Iteration: 2, Log-Lik: -6139.644, Max-Change: 0.53177
Iteration: 3, Log-Lik: -6105.246, Max-Change: 0.24612
Iteration: 4, Log-Lik: -6090.922, Max-Change: 0.30090
Iteration: 5, Log-Lik: -6082.212, Max-Change: 0.17823
Iteration: 6, Log-Lik: -6077.946, Max-Change: 0.18479
Iteration: 7, Log-Lik: -6076.576, Max-Change: 0.09642
Iteration: 8, Log-Lik: -6075.137, Max-Change: 0.05857
Iteration: 9, Log-Lik: -6074.333, Max-Change: 0.04102
Iteration: 10, Log-Lik: -6074.029, Max-Change: 0.03457
Iteration: 11, Log-Lik: -6073.747, Max-Change: 0.02642
Iteration: 12, Log-Lik: -6073.574, Max-Change: 0.02063
Iteration: 13, Log-Lik: -6073.296, Max-Change: 0.00588
Iteration: 14, Log-Lik: -6073.275, Max-Change: 0.00438
Iteration: 15, Log-Lik: -6073.259, Max-Change: 0.00377
Iteration: 16, Log-Lik: -6073.222, Max-Change: 0.00186
Iteration: 17, Log-Lik: -6073.219, Max-Change: 0.00084
Iteration: 18, Log-Lik: -6073.218, Max-Change: 0.00076
Iteration: 19, Log-Lik: -6073.217, Max-Change: 0.00065
Iteration: 20, Log-Lik: -6073.216, Max-Change: 0.00061
Iteration: 21, Log-Lik: -6073.215, Max-Change: 0.00038
Iteration: 22, Log-Lik: -6073.214, Max-Change: 0.00045
Iteration: 23, Log-Lik: -6073.214, Max-Change: 0.00032
Iteration: 24, Log-Lik: -6073.213, Max-Change: 0.00034
Iteration: 25, Log-Lik: -6073.213, Max-Change: 0.00013
Iteration: 26, Log-Lik: -6073.213, Max-Change: 0.00009summary(DGS_IRT_3)## F1 h2
## DGS_27 0.459 0.211
## DGS_29 0.740 0.548
## DGS_46 0.489 0.240
## DGS_52 0.618 0.382
##
## SS loadings: 1.38
## Proportion Var: 0.345
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_3, IRTpars = T)## $DGS_27
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.88 -1.612 -1.659 -1.193 -0.87 0.852 1.938 0
##
## $DGS_29
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.873 -1.501 -0.785 -0.719 -0.214 0.543 1.388 0
##
## $DGS_46
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.955 -2.312 -1.748 -1.754 -1.367 -0.042 0.848 0
##
## $DGS_52
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.338 -1.589 -0.842 -0.712 -0.025 0.766 1.799 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_3, 5, type = "trace")
itemplot(DGS_IRT_3, 3, type = "info")
plot(DGS_IRT_3, type = "trace")
plot(DGS_IRT_3, type = "info")
plot(DGS_IRT_3) #expected score curve
#person fit
fscores(DGS_IRT_3) #factor score for each participants## F1
## [1,] -0.015831000
## [2,] 1.539132270
## [3,] -1.017327126
## [4,] 0.480099523
## [5,] -0.183899204
## [6,] -0.341737171
## [7,] -0.694856704
## [8,] 1.067205830
## [9,] 0.643063439
## [10,] -1.168227514
## [11,] -0.165966496
## [12,] 0.790379852
## [13,] 2.164051075
## [14,] 0.370438144
## [15,] 0.038022005
## [16,] 1.539132270
## [17,] -0.129184510
## [18,] 1.315100510
## [19,] -1.507586393
## [20,] 0.718913685
## [21,] -0.350091602
## [22,] -0.872606924
## [23,] 0.575302833
## [24,] -0.491314698
## [25,] 0.353945779
## [26,] -2.525906424
## [27,] -1.618580259
## [28,] -0.120095047
## [29,] -0.467342081
## [30,] -0.392322334
## [31,] -1.264833996
## [32,] -0.303779100
## [33,] -0.129184510
## [34,] -0.015831000
## [35,] -1.760910180
## [36,] -0.157243406
## [37,] 0.966865413
## [38,] 0.149422075
## [39,] 0.282098992
## [40,] -0.446321200
## [41,] 1.134463810
## [42,] -1.220347961
## [43,] 0.421922553
## [44,] 1.539132270
## [45,] 0.154574089
## [46,] 0.643063439
## [47,] -1.025373767
## [48,] -2.284941092
## [49,] -1.137814967
## [50,] 0.575302833
## [51,] -1.442816845
## [52,] 0.890522765
## [53,] 0.796767865
## [54,] -0.924236564
## [55,] -0.734230173
## [56,] 0.113311015
## [57,] -0.246467361
## [58,] 0.123090193
## [59,] 0.491659523
## [60,] -0.015831000
## [61,] 1.226860738
## [62,] 0.725134685
## [63,] 0.953074008
## [64,] 2.164051075
## [65,] -0.836761831
## [66,] -0.836761831
## [67,] -0.495363013
## [68,] -1.133586277
## [69,] -0.224435905
## [70,] 0.953074008
## [71,] 0.433236725
## [72,] 0.883904209
## [73,] 1.889690210
## [74,] 0.636872614
## [75,] -0.968518692
## [76,] -0.450316075
## [77,] -0.532106573
## [78,] -0.087054257
## [79,] 1.762016115
## [80,] -0.228970610
## [81,] -0.773878641
## [82,] -0.082493007
## [83,] 1.632883144
## [84,] 1.024186035
## [85,] -0.015831000
## [86,] 1.134463810
## [87,] -0.082493007
## [88,] -1.918611870
## [89,] -0.246352153
## [90,] -0.129184510
## [91,] 0.359238954
## [92,] 0.033107543
## [93,] 0.953074008
## [94,] -0.039660317
## [95,] -0.020518829
## [96,] -1.585620826
## [97,] 0.636872614
## [98,] -0.809541960
## [99,] -0.639538463
## [100,] -1.749207612
## [101,] 0.410655698
## [102,] 0.159608451
## [103,] -0.290258339
## [104,] -0.294568883
## [105,] -0.647625644
## [106,] -0.068640959
## [107,] -0.635595731
## [108,] -0.115595013
## [109,] -0.358422417
## [110,] 0.381536727
## [111,] 0.790379852
## [112,] -0.142932879
## [113,] -1.070929383
## [114,] -0.631749118
## [115,] -0.643582946
## [116,] 0.796767865
## [117,] -0.745988717
## [118,] -1.083364794
## [119,] -0.049844949
## [120,] 0.238582476
## [121,] 0.796767865
## [122,] 0.292830683
## [123,] -0.773878641
## [124,] -1.766870523
## [125,] 0.103179443
## [126,] -1.176699107
## [127,] -0.789363693
## [128,] 0.712706872
## [129,] -0.179513466
## [130,] 0.207046688
## [131,] 1.323050147
## [132,] 0.563385092
## [133,] 2.164051075
## [134,] -0.015831000
## [135,] -0.303063151
## [136,] -1.333065477
## [137,] -0.588046239
## [138,] 0.088063247
## [139,] 0.718913685
## [140,] -0.188506502
## [141,] -0.396594490
## [142,] 0.228073681
## [143,] -0.872606924
## [144,] 0.796767865
## [145,] 0.292830683
## [146,] 0.421922553
## [147,] -0.396381926
## [148,] -0.345864866
## [149,] -1.333065477
## [150,] -0.643582946
## [151,] 0.421922553
## [152,] 0.877134599
## [153,] -0.404800709
## [154,] -1.442816845
## [155,] -1.176699107
## [156,] 1.067205830
## [157,] 1.119691449
## [158,] 0.953074008
## [159,] 0.047887852
## [160,] 1.149528858
## [161,] -0.241963097
## [162,] 0.427502610
## [163,] -2.302355098
## [164,] -0.603918122
## [165,] -0.188506502
## [166,] -0.281610493
## [167,] 1.045785444
## [168,] -2.008314613
## [169,] -1.017327126
## [170,] -0.446321200
## [171,] 0.088063247
## [172,] -0.734430358
## [173,] -0.773878641
## [174,] 0.953074008
## [175,] 2.164051075
## [176,] 0.164781496
## [177,] -1.211722288
## [178,] 1.134463810
## [179,] 0.809753439
## [180,] -0.303063151
## [181,] -0.487362967
## [182,] -0.789363693
## [183,] 0.649114058
## [184,] -0.337386870
## [185,] -0.487362967
## [186,] 0.966865413
## [187,] 0.108110717
## [188,] -0.446321200
## [189,] 0.796767865
## [190,] -0.591916563
## [191,] -0.932214129
## [192,] 1.762016115
## [193,] 1.315100510
## [194,] -0.836761831
## [195,] 0.238450134
## [196,] 0.980917696
## [197,] -1.328574004
## [198,] 0.649114058
## [199,] -0.491314698
## [200,] 2.164051075
## [201,] 1.539132270
## [202,] -1.278040649
## [203,] -0.341737171
## [204,] -0.584074846
## [205,] 0.370438144
## [206,] -1.108766049
## [207,] 0.042824018
## [208,] 0.491659523
## [209,] 2.164051075
## [210,] 1.539132270
## [211,] -0.920255120
## [212,] -0.718848121
## [213,] -0.412883457
## [214,] 0.427502610
## [215,] -0.380008240
## [216,] -1.497604522
## [217,] 1.134463810
## [218,] -0.255006134
## [219,] -0.864808437
## [220,] -0.591916563
## [221,] -0.687105635
## [222,] 1.651830563
## [223,] -0.124701092
## [224,] 0.883904209
## [225,] -0.495363013
## [226,] -1.009298196
## [227,] -0.559715838
## [228,] 0.575302833
## [229,] 1.339243672
## [230,] 1.134463810
## [231,] -0.734430358
## [232,] -1.211722288
## [233,] 0.028202960
## [234,] -0.237675883
## [235,] 0.134156518
## [236,] -0.746739233
## [237,] -0.073228175
## [238,] -0.404697703
## [239,] -0.006308219
## [240,] 0.180243092
## [241,] -0.341737171
## [242,] 0.083047473
## [243,] 0.433236725
## [244,] 0.980917696
## [245,] 0.953074008
## [246,] -1.112956846
## [247,] -1.211722288
## [248,] -0.237675883
## [249,] 0.222769677
## [250,] -0.773878641
## [251,] 0.706190080
## [252,] 1.889690210
## [253,] 0.718913685
## [254,] 0.731528862
## [255,] -0.341737171
## [256,] 0.292830683
## [257,] -0.341737171
## [258,] 1.432624445
## [259,] -0.241963097
## [260,] 0.630848879
## [261,] -0.487362967
## [262,] -0.241963097
## [263,] -0.540025000
## [264,] -1.112852739
## [265,] -0.188506502
## [266,] -2.525906424
## [267,] -1.066688825
## [268,] -0.015831000
## [269,] 0.643063439
## [270,] 0.314571727
## [271,] 0.433094234
## [272,] -1.905551723
## [273,] -0.631749118
## [274,] -0.341737171
## [275,] -0.285827466
## [276,] -0.726691399
## [277,] -2.284941092
## [278,] -0.540025000
## [279,] -0.350091602
## [280,] -1.931796400
## [281,] -0.730409451
## [282,] 0.438840247
## [283,] 0.980917696
## [284,] -1.256037147
## [285,] -0.073228175
## [286,] 0.731528862
## [287,] 1.762016115
## [288,] -0.337498315
## [289,] -0.082493007
## [290,] -0.011014431
## [291,] -1.033546063
## [292,] 1.242347868
## [293,] 0.575302833
## [294,] 0.319930914
## [295,] -1.033546063
## [296,] 0.292830683
## [297,] 0.292830683
## [298,] -0.311425183
## [299,] -0.924236564
## [300,] 0.112918601
## [301,] 0.796767865
## [302,] -0.408844582
## [303,] -0.224435905
## [304,] -1.452492021
## [305,] 0.433236725
## [306,] 1.889690210
## [307,] -0.543929642
## [308,] 0.042824018
## [309,] 1.067205830
## [310,] -0.539919764
## [311,] -0.063804039
## [312,] 1.539132270
## [313,] -0.535912354
## [314,] 0.154574089
## [315,] -0.872606924
## [316,] -0.124701092
## [317,] 0.491659523
## [318,] -0.734333102
## [319,] 0.438840247
## [320,] -0.789363693
## [321,] 0.292830683
## [322,] 1.623598473
## [323,] -0.683179946
## [324,] -0.832926056
## [325,] 0.108110717
## [326,] -0.454306514
## [327,] 0.421922553
## [328,] -0.237566656
## [329,] 0.042824018
## [330,] 1.134463810
## [331,] -0.920255120
## [332,] 0.783844998
## [333,] 0.575302833
## [334,] -0.643582946
## [335,] 1.323050147
## [336,] -0.956675089
## [337,] -0.068400367
## [338,] 0.630848879
## [339,] -0.133773600
## [340,] -0.738250859
## [341,] -1.062562298
## [342,] -0.766138878
## [343,] -0.635693627
## [344,] 1.149528858
## [345,] 2.164051075
## [346,] -1.623874979
## [347,] -0.082493007
## [348,] -0.115595013
## [349,] -0.924236564
## [350,] -0.124701092
## [351,] -0.591916563
## [352,] -0.068640959
## [353,] -0.281610493
## [354,] -0.175120059
## [355,] 0.047758092
## [356,] 0.102921334
## [357,] -1.121148382
## [358,] -0.429983608
## [359,] -0.928325670
## [360,] -0.781522773
## [361,] 0.088063247
## [362,] -1.905551723
## [363,] -2.525906424
## [364,] -1.912148501
## [365,] 0.159608451
## [366,] -1.394033069
## [367,] 0.427502610
## [368,] -0.281610493
## [369,] 0.180243092
## [370,] -0.639642021
## [371,] -0.781620080
## [372,] 0.953074008
## [373,] -0.580199496
## [374,] 0.098132843
## [375,] -0.446321200
## [376,] -0.687008196
## [377,] -0.972645914
## [378,] 1.889690210
## [379,] -0.273048989
## [380,] -0.503453543
## [381,] -1.129468927
## [382,] 1.440812062
## [383,] 0.052579293
## [384,] 0.953074008
## [385,] -1.650892236
## [386,] -1.905551723
## [387,] 0.630848879
## [388,] 1.889690210
## [389,] 0.491659523
## [390,] 0.718746286
## [391,] -0.241963097
## [392,] -0.380008240
## [393,] 0.480099523
## [394,] -0.400539497
## [395,] 0.042824018
## [396,] 0.359385653
## [397,] 1.539132270
## [398,] 0.292830683
## [399,] 0.953074008
## [400,] -1.447587134
## [401,] -1.749207612
## [402,] 0.222630481
## [403,] 0.890522765
## [404,] 0.480099523
## [405,] -0.683179946
## [406,] -1.713528502
## [407,] -1.229005834
## [408,] 1.889690210
## [409,] -0.302956558
## [410,] -0.241963097
## [411,] 0.796767865
## [412,] -1.447587134
## [413,] 0.796767865
## [414,] -0.392322334
## [415,] 0.103054042
## [416,] -0.375713356
## [417,] -1.537886682
## [418,] -0.129184510
## [419,] 0.427502610
## [420,] -0.543929642
## [421,] -1.159784221
## [422,] -1.282535425
## [423,] -0.006308219
## [424,] 0.966865413
## [425,] -0.015831000
## [426,] 0.438840247
## [427,] 0.953074008
## [428,] -1.168008742
## [429,] 0.421922553
## [430,] -0.129184510
## [431,] 1.226655472
## [432,] -1.342193725
## [433,] 0.421922553
## [434,] 0.485946038
## [435,] 2.164051075
## [436,] 0.953074008
## [437,] -0.302956558
## [438,] -0.392322334
## [439,] 0.154574089
## [440,] 0.159608451
## [441,] -0.584074846
## [442,] 0.953074008
## [443,] 0.563385092
## [444,] 0.364975607
## [445,] -0.073228175
## [446,] 0.370438144
## [447,] -1.058645588
## [448,] 0.630848879
## [449,] 1.156705744
## [450,] 0.292830683
## [451,] -0.054343274
## [452,] -1.176699107
## [453,] -0.543929642
## [454,] -0.438215939
## [455,] 0.353799381
## [456,] 0.712706872
## [457,] 0.348232912
## [458,] 1.234287483
## [459,] 1.868120695
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## [689,] 2.164051075
## [690,] 1.119691449
## [691,] -0.450316075
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## [744,] -0.643582946
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## [803,] 1.432624445
## [804,] 1.889690210
## [805,] 0.863638050
## [806,] 0.038022005
## [807,] 0.796767865
## [808,] -0.302956558
## [809,] -0.179513466
## [810,] 0.783844998
## [811,] 0.282098992
## [812,] 2.164051075
## [813,] -1.360700229
## [814,] 1.868120695
## [815,] 0.042824018
## [816,] 1.889690210
## [817,] 1.134463810
## [818,] 0.718913685
## [819,] 1.889690210
## [820,] -0.124701092
## [821,] 0.292830683
## [822,] 0.509018610
## [823,] 0.953074008
## [824,] 1.156705744
## [825,] 0.630848879
## [826,] 0.292830683
## [827,] 2.164051075
## [828,] -0.770057218
## [829,] -0.643582946
## [830,] 0.375764303
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## [832,] -0.446321200
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## [834,] 1.211276828
## [835,] -0.063804039
## [836,] -0.215685827
## [837,] -0.487362967
## [838,] 0.292830683
## [839,] -0.543929642
## [840,] -0.817297566
## [841,] -0.337386870
## [842,] -1.017327126
## [843,] 0.575302833
## [844,] -0.438215939
## [845,] -0.535912354
## [846,] 0.953074008
## [847,] -1.163837014
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## [849,] 1.134463810
## [850,] 0.282098992
## [851,] -0.580298178
## [852,] -1.273666520
## [853,] 0.042953516
## [854,] 2.164051075
## [855,] 1.521265930
## [856,] 1.339243672
## [857,] 0.159608451
## [858,] 0.421922553
## [859,] -0.341737171
## [860,] -2.525906424
## [861,] -0.588046239
## [862,] -2.081726235
## [863,] -0.341737171
## [864,] 0.569412392
## [865,] 1.623598473
## [866,] 0.228073681
## [867,] 0.042824018
## [868,] 2.164051075
## [869,] 1.134463810
## [870,] -0.302956558
## [871,] -0.188506502
## [872,] -0.087170256
## [873,] 0.228073681
## [874,] -0.241963097
## [875,] -0.290145003
## [876,] 0.427502610
## [877,] -1.224618426
## [878,] 0.169836422
## [879,] -0.233272191
## [880,] 1.038378542
## [881,] 0.222901210
## [882,] -0.824960099
## [883,] 1.323050147
## [884,] 1.889690210
## [885,] 1.134463810
## [886,] 1.398666990
## [887,] 1.623598473
## [888,] -0.868755707
## [889,] 0.364975607
## [890,] 0.159608451
## [891,] 0.047758092
## [892,] 2.164051075
## [893,] -2.525906424
## [894,] 1.038378542
## [895,] 0.718913685
## [896,] -0.591916563
## [897,] 1.762016115
## [898,] 0.228073681
## [899,] -0.184128789
## [900,] 1.134463810
## [901,] -0.824960099
## [902,] -0.350091602
## [903,] 0.298145449
## [904,] 0.376199031
## [905,] -0.446321200
## [906,] -0.884270873
## [907,] 1.398666990
## [908,] 0.803507094
## [909,] 1.632883144
## [910,] -1.938696964
## [911,] -0.341737171
## [912,] -0.015831000
## [913,] 1.323050147
## [914,] 0.575302833
## [915,] -0.540025000
## [916,] -1.323978560
## [917,] -2.525906424
## [918,] 0.159608451
## [919,] 0.159608451
## [920,] 0.503423465
## [921,] 1.315100510
## [922,] 0.292830683
## [923,] 0.491659523
## [924,] 0.551361350
## [925,] -0.718848121
## [926,] 0.159608451
## [927,] -1.442816845
## [928,] -1.623874979
## [929,] 0.103054042
## [930,] -0.580199496
## [931,] -0.302956558
## [932,] 0.067608923
## [933,] -0.711105930
## [934,] -0.421839872
## [935,] 1.651830563
## [936,] 1.889690210
## [937,] 1.539132270
## [938,] -0.396381926
## [939,] 0.655496146
## [940,] -1.133802183
## [941,] 0.042824018
## [942,] -1.537886682
## [943,] 1.539132270
## [944,] -0.916375282
## [945,] 2.164051075
## [946,] -0.157243406
## [947,] -0.872710704
## [948,] -0.809541960
## [949,] -0.904653028
## [950,] -1.112852739
## [951,] 1.249826882
## [952,] 0.292830683
## [953,] 0.359385653
## [954,] -0.124701092
## [955,] 0.480099523
## [956,] 0.643063439
## [957,] 2.164051075
## [958,] -0.260209391
## [959,] 0.042824018
## [960,] 0.575302833mirt::itemfit(DGS_IRT_3)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_27 36.948 44 0.000 0.765
## 2 DGS_29 45.965 38 0.015 0.176
## 3 DGS_46 60.732 42 0.022 0.031
## 4 DGS_52 53.506 41 0.018 0.091mirt::personfit(DGS_IRT_3)## outfit z.outfit infit z.infit Zh
## 1 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 2 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 3 0.21500885 -1.653620874 0.20355006 -1.67796700 1.568712857
## 4 0.72494288 -0.164245837 0.74288098 -0.12702921 0.368076820
## 5 0.74877183 -0.113409897 0.79050146 -0.04701880 0.102948511
## 6 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 7 1.84820285 1.242918733 1.74316507 1.13578429 -0.770512086
## 8 0.95287312 0.164714771 0.90555096 0.09851576 0.280947803
## 9 0.65294169 -0.305528727 0.63422027 -0.32899708 0.755861697
## 10 0.35784726 -1.123519973 0.42029818 -0.94421317 0.604638553
## 11 3.13307928 2.087678921 3.33153901 2.20515281 -2.493588235
## 12 0.68026662 -0.268883499 0.64132739 -0.32919558 0.649707615
## 13 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 14 0.44364820 -0.696337424 0.44153340 -0.68866346 0.735802191
## 15 0.27516380 -1.107641704 0.26036838 -1.14554234 1.020813814
## 16 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 17 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 18 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 19 0.70815521 -0.245206775 0.58169716 -0.55449149 0.730800880
## 20 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 21 0.40330383 -0.829064806 0.36824678 -0.92281786 0.819884743
## 22 0.17909261 -1.802701640 0.19761897 -1.69233137 0.593366979
## 23 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 24 0.43145140 -0.806605799 0.41725651 -0.84748584 0.706488895
## 25 1.13064953 0.417487767 1.22786034 0.53284969 -0.329524866
## 26 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 27 1.81649843 1.171030462 1.49069908 0.87263491 -0.861286635
## 28 0.82196073 0.004724029 0.76785611 -0.07673086 0.072293749
## 29 2.64963087 1.860855391 2.78876091 1.96738988 -1.584721371
## 30 0.17151241 -1.603378955 0.18402695 -1.55466906 1.234045742
## 31 0.51615962 -0.683968149 0.47081951 -0.81555810 1.086008948
## 32 4.78056751 3.027542379 4.89551823 3.08543248 -4.214300943
## 33 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 34 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 35 0.46911374 -0.664453565 0.37076571 -1.02944825 0.921251223
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## 37 0.41082707 -0.860874255 0.40989516 -0.84478919 1.132671445
## 38 1.09514296 0.375982944 1.06296390 0.33732954 -0.187607782
## 39 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 40 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 41 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 42 0.03935269 -2.812539776 0.03707168 -2.87315474 1.381765572
## 43 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 44 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 45 0.57397170 -0.405312988 0.55686133 -0.43128459 0.477943760
## 46 0.65294169 -0.305528727 0.63422027 -0.32899708 0.755861697
## 47 0.43408956 -0.916851594 0.48619079 -0.76650788 1.179829244
## 48 0.33816458 -0.665205291 0.32098177 -0.75241036 1.144421075
## 49 1.73228722 1.147060189 2.13155920 1.54207392 -1.355342137
## 50 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 51 0.20148370 -1.604835540 0.27004274 -1.43493000 0.765422141
## 52 0.75587245 -0.142435268 0.69406774 -0.24053263 0.201694437
## 53 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 54 0.48610872 -0.778035684 0.50944533 -0.70590699 1.435004340
## 55 1.38461440 0.739656969 1.43434851 0.79825217 -0.529415498
## 56 3.07663074 2.030708338 3.31878320 2.16547483 -2.487407053
## 57 1.77566202 1.095975725 1.85332302 1.16596231 -1.479673471
## 58 1.47499814 0.796330032 1.49776942 0.81711755 -0.727876716
## 59 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 60 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 61 1.14084971 0.425723246 1.20729364 0.51070548 -0.351369727
## 62 1.24226576 0.552598875 1.10931241 0.38777188 -0.403033481
## 63 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 64 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 65 0.44960442 -0.860623946 0.42092990 -0.92480293 0.761410638
## 66 0.44960442 -0.860623946 0.42092990 -0.92480293 0.761410638
## 67 0.40705323 -0.869958397 0.38952687 -0.92146896 0.726277608
## 68 1.38614421 0.748697126 1.52471615 0.91378777 -0.929873122
## 69 1.09658692 0.374883166 1.17389983 0.46960844 0.211352583
## 70 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 71 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 72 0.40105578 -0.877938041 0.39176450 -0.88273622 1.009944458
## 73 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 74 0.66583732 -0.281478147 0.65101828 -0.29775815 0.549362922
## 75 0.89561957 0.046696987 0.89547142 0.05150537 0.149819278
## 76 0.22810096 -1.401946815 0.22926590 -1.40454420 1.192717002
## 77 1.00373192 0.237436232 1.08836668 0.35502341 0.141016937
## 78 1.14657591 0.437863129 1.11031771 0.39442376 -0.317483785
## 79 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 80 0.72021769 -0.164855510 0.74379021 -0.12602204 0.379562724
## 81 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 82 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 83 0.65891592 -0.283796438 0.61358565 -0.37290256 0.284570684
## 84 1.34369204 0.676629954 1.33359562 0.66216396 -0.581587589
## 85 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 86 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 87 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 88 0.28020333 -1.071896398 0.13542661 -1.79063931 0.865049390
## 89 1.49810034 0.828153067 1.35143425 0.67308234 -0.398204197
## 90 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 91 0.70923258 -0.180266373 0.77775664 -0.06344751 0.181975474
## 92 0.77697086 -0.058509574 0.73148327 -0.12672619 0.364756412
## 93 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 94 3.95160629 2.528318149 3.75107828 2.41477992 -2.615747354
## 95 0.51405989 -0.521519486 0.51993920 -0.50548771 0.518433271
## 96 0.72217701 -0.207397570 0.85461593 -0.01981257 0.402739539
## 97 0.66583732 -0.281478147 0.65101828 -0.29775815 0.549362922
## 98 0.98297830 0.191711250 1.04791291 0.29117220 0.181838857
## 99 0.90309709 0.077581253 0.97321294 0.18531724 0.024774310
## 100 1.12724218 0.411010937 1.38026211 0.73061068 0.715773617
## 101 1.14846703 0.438742554 1.20195401 0.50293334 -0.256004788
## 102 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 103 0.74702628 -0.128433828 0.80123774 -0.04215701 0.285393336
## 104 2.14151685 1.418291946 2.05245429 1.34579182 -1.535914253
## 105 2.84194342 2.074634371 2.89583077 2.11601716 -3.377897943
## 106 0.95842018 0.200036955 1.00885831 0.26745676 0.104417769
## 107 2.13434315 1.498910074 2.10890123 1.47778768 -1.740096739
## 108 0.84486013 0.038904623 0.87584040 0.08485382 0.177211570
## 109 1.59193510 0.932855907 1.49562251 0.83477026 -0.896502775
## 110 1.22635282 0.531490834 1.23301050 0.53883667 -0.393133069
## 111 0.68026662 -0.268883499 0.64132739 -0.32919558 0.649707615
## 112 1.36963493 0.689773366 1.40893761 0.73091273 -0.955025337
## 113 0.13642525 -2.043007977 0.13337491 -2.03754429 0.988656567
## 114 0.70082835 -0.268231751 0.69940202 -0.27214019 0.594150565
## 115 0.28131626 -1.304121655 0.26841971 -1.35154884 0.639037326
## 116 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 117 0.65460617 -0.377512456 0.65006448 -0.38348046 0.736811481
## 118 2.46719081 1.848551905 2.47775198 1.84545427 -2.177306611
## 119 1.74710823 1.055584913 1.78004549 1.08299652 -1.283308187
## 120 0.60265674 -0.357134406 0.59214901 -0.36913780 0.735510251
## 121 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 122 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 123 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 124 0.54222738 -0.505750017 0.48353215 -0.73108116 0.510935861
## 125 1.07472050 0.351055515 1.03712698 0.30516452 -0.114320724
## 126 0.31703702 -1.251781675 0.34511334 -1.16499336 0.495083893
## 127 0.72330153 -0.249603744 0.72933551 -0.23388596 0.100934453
## 128 1.21781653 0.522901020 1.25240459 0.56351820 -0.138322475
## 129 0.41546778 -0.755563426 0.43504607 -0.70833861 0.871297328
## 130 1.11295065 0.397307292 1.12878595 0.41725669 -0.257485694
## 131 0.37496781 -0.957156025 0.30620713 -1.14605667 0.707945672
## 132 0.57098507 -0.452605851 0.54487954 -0.49241379 0.562390837
## 133 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 134 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 135 3.03481661 2.065283087 2.77373221 1.89339574 -1.954562614
## 136 0.12181756 -2.055773101 0.15907168 -1.91808316 0.990172209
## 137 0.28436704 -1.269033729 0.26514207 -1.34071448 0.624150596
## 138 0.80688246 -0.013159987 0.83916063 0.03748187 0.257970989
## 139 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 140 0.32810348 -0.981749664 0.34780574 -0.92652307 0.763706432
## 141 1.01666958 0.263647294 1.03581153 0.28912079 -0.300114347
## 142 0.37389117 -0.844938629 0.40675918 -0.75379396 0.770455747
## 143 0.17909261 -1.802701640 0.19761897 -1.69233137 0.593366979
## 144 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 145 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 146 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 147 0.90058818 0.098200103 0.91646954 0.12055087 -0.243170393
## 148 0.42919060 -0.764213925 0.40442972 -0.82775132 0.804457676
## 149 0.12181756 -2.055773101 0.15907168 -1.91808316 0.990172209
## 150 0.28131626 -1.304121655 0.26841971 -1.35154884 0.639037326
## 151 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 152 1.26710064 0.583969084 1.13913205 0.42474804 -0.483734032
## 153 1.41504275 0.750970935 1.32277698 0.64761655 -0.725097502
## 154 0.20148370 -1.604835540 0.27004274 -1.43493000 0.765422141
## 155 0.31703702 -1.251781675 0.34511334 -1.16499336 0.495083893
## 156 0.95287312 0.164714771 0.90555096 0.09851576 0.280947803
## 157 0.60249778 -0.434401345 0.69608431 -0.24675831 0.461446549
## 158 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 159 0.83851187 0.033858697 0.91811998 0.14870080 0.084896552
## 160 2.19387568 1.518725068 2.34007627 1.62635126 -1.426167004
## 161 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 162 0.44575316 -0.700008309 0.40453140 -0.78320810 0.825745249
## 163 0.43868238 -0.451338711 0.60392423 -0.20717573 0.689614714
## 164 3.80647384 2.693325099 3.93993178 2.77854502 -5.276104348
## 165 0.32810348 -0.981749664 0.34780574 -0.92652307 0.763706432
## 166 0.42739941 -0.750391179 0.43797309 -0.72656041 0.590230986
## 167 0.93026312 0.131327182 1.01802554 0.26172414 0.303339690
## 168 0.52864307 -0.439988056 0.55045243 -0.46635915 0.801518360
## 169 0.21500885 -1.653620874 0.20355006 -1.67796700 1.568712857
## 170 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 171 0.80688246 -0.013159987 0.83916063 0.03748187 0.257970989
## 172 0.42885529 -0.892621431 0.44422176 -0.84822561 0.382507680
## 173 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 174 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 175 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 176 0.80099148 -0.023612529 0.73365605 -0.12387318 0.438210529
## 177 0.37783984 -1.056203799 0.47476761 -0.80273203 1.165093656
## 178 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 179 1.09773285 0.370370587 1.17154136 0.46584430 -0.097763732
## 180 3.03481661 2.065283087 2.77373221 1.89339574 -1.954562614
## 181 0.10218833 -2.031596854 0.10736829 -2.00824592 1.089906141
## 182 0.72330153 -0.249603744 0.72933551 -0.23388596 0.100934453
## 183 0.80816123 -0.041732225 0.87918884 0.07364351 0.028648443
## 184 1.22789597 0.534241324 1.30607947 0.62566247 -0.287681230
## 185 0.10218833 -2.031596854 0.10736829 -2.00824592 1.089906141
## 186 0.41082707 -0.860874255 0.40989516 -0.84478919 1.132671445
## 187 0.11653447 -1.741299831 0.12309298 -1.69233932 1.258712049
## 188 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 189 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 190 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 191 0.94007839 0.120282975 0.81638584 -0.08227450 0.247928605
## 192 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 193 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 194 0.44960442 -0.860623946 0.42092990 -0.92480293 0.761410638
## 195 2.60177399 1.731330898 2.40220197 1.58020961 -2.759999309
## 196 1.60747689 0.966370471 1.61479913 0.96704749 -0.733503020
## 197 1.04045569 0.281416895 1.11577798 0.38795686 -0.527785660
## 198 0.80816123 -0.041732225 0.87918884 0.07364351 0.028648443
## 199 0.43145140 -0.806605799 0.41725651 -0.84748584 0.706488895
## 200 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 201 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 202 1.28272987 0.613746261 1.25913776 0.58613626 0.335393902
## 203 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 204 0.30967760 -1.184390092 0.28785363 -1.26078920 0.601708064
## 205 0.44364820 -0.696337424 0.44153340 -0.68866346 0.735802191
## 206 0.47517657 -0.804637898 0.52177435 -0.68295835 0.364679475
## 207 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 208 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 209 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 210 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 211 2.00283722 1.425611590 1.96816749 1.37961040 -1.584495511
## 212 0.56129981 -0.568847772 0.57518058 -0.53616335 0.736804240
## 213 1.53098772 0.876136639 1.55625112 0.90383942 -0.564234229
## 214 0.44575316 -0.700008309 0.40453140 -0.78320810 0.825745249
## 215 0.77578768 -0.094001870 0.80337083 -0.05095274 0.161895748
## 216 0.75835057 -0.156711604 0.66697298 -0.37353587 0.862220256
## 217 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 218 2.10449761 1.380737062 2.09999058 1.37735766 -1.215961096
## 219 0.54065240 -0.640536230 0.63508062 -0.42380579 0.406733574
## 220 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 221 0.79643437 -0.104415882 0.73931648 -0.20580898 -0.103000171
## 222 0.99472917 0.239328105 1.12132664 0.40363685 0.334605499
## 223 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 224 0.40105578 -0.877938041 0.39176450 -0.88273622 1.009944458
## 225 0.40705323 -0.869958397 0.38952687 -0.92146896 0.726277608
## 226 0.60639930 -0.501081924 0.63208877 -0.43518065 0.644086819
## 227 1.48875385 0.846125614 1.45256389 0.80684551 -1.089472069
## 228 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 229 0.69192029 -0.258461974 0.67885877 -0.27709283 0.740017773
## 230 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 231 0.42885529 -0.892621431 0.44422176 -0.84822561 0.382507680
## 232 0.37783984 -1.056203799 0.47476761 -0.80273203 1.165093656
## 233 4.05389527 2.576109001 3.73666039 2.40012190 -2.672260226
## 234 0.65524475 -0.277385853 0.60529819 -0.36818860 0.221158996
## 235 7.64739773 4.047598812 7.24916410 3.88890039 -6.000305384
## 236 3.23276056 2.392955394 3.35947394 2.47164670 -2.738676663
## 237 0.40482546 -0.765358558 0.41308549 -0.74182984 0.589928889
## 238 1.29410296 0.613814199 1.27057618 0.58648959 -0.019287189
## 239 0.29508853 -1.049398690 0.30288532 -1.02008151 0.773685636
## 240 1.03380721 0.298897494 1.07323608 0.34985167 -0.115406854
## 241 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 242 2.43765994 1.605813304 2.36584787 1.54768421 -1.544821875
## 243 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 244 1.60747689 0.966370471 1.61479913 0.96704749 -0.733503020
## 245 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 246 1.85665504 1.278807114 1.84930253 1.26645500 -1.320006016
## 247 0.37783984 -1.056203799 0.47476761 -0.80273203 1.165093656
## 248 0.65524475 -0.277385853 0.60529819 -0.36818860 0.221158996
## 249 1.55710747 0.879569551 1.48934398 0.81005916 -0.909099358
## 250 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 251 1.06051490 0.322462212 1.14373058 0.43150798 -0.288183526
## 252 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 253 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 254 0.43381574 -0.775718269 0.41500623 -0.80384915 1.040650565
## 255 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 256 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 257 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 258 1.20570963 0.508536503 1.29620525 0.61784846 0.004157447
## 259 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 260 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 261 0.10218833 -2.031596854 0.10736829 -2.00824592 1.089906141
## 262 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 263 0.59209284 -0.460555946 0.59642506 -0.45516823 0.296839468
## 264 0.18526650 -1.780390103 0.19236688 -1.73449015 1.516748131
## 265 0.32810348 -0.981749664 0.34780574 -0.92652307 0.763706432
## 266 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 267 0.90427392 0.061333385 0.91803920 0.08743217 0.838929074
## 268 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 269 0.65294169 -0.305528727 0.63422027 -0.32899708 0.755861697
## 270 1.54868029 0.874556055 1.60150922 0.92212332 -0.606343068
## 271 2.60235418 1.758689877 2.41050413 1.60668504 -2.591137981
## 272 0.71832201 -0.146126470 0.80493578 -0.05499726 0.969438819
## 273 0.70082835 -0.268231751 0.69940202 -0.27214019 0.594150565
## 274 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 275 0.33854408 -0.979370194 0.34564971 -0.96118750 0.890366532
## 276 0.80711502 -0.090501447 0.89718878 0.06164192 0.208333708
## 277 0.33816458 -0.665205291 0.32098177 -0.75241036 1.144421075
## 278 0.59209284 -0.460555946 0.59642506 -0.45516823 0.296839468
## 279 0.40330383 -0.829064806 0.36824678 -0.92281786 0.819884743
## 280 0.46375059 -0.604845691 0.43075149 -0.77361628 0.800443694
## 281 0.39651681 -0.979548009 0.41559052 -0.92307042 1.188692234
## 282 0.59840204 -0.384649942 0.60974975 -0.35357330 0.313617442
## 283 1.60747689 0.966370471 1.61479913 0.96704749 -0.733503020
## 284 1.13845331 0.420679915 1.27581580 0.60802333 -0.247553102
## 285 0.40482546 -0.765358558 0.41308549 -0.74182984 0.589928889
## 286 0.43381574 -0.775718269 0.41500623 -0.80384915 1.040650565
## 287 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 288 1.04205691 0.300848101 0.95101902 0.17563770 -0.353979411
## 289 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 290 0.73652173 -0.122596629 0.68047291 -0.21138891 0.468166190
## 291 0.94496146 0.127551100 0.78579345 -0.13837986 -0.023391665
## 292 0.77600754 -0.114539823 0.72759153 -0.19178715 0.483637899
## 293 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 294 2.38873964 1.588068696 2.35878693 1.55559448 -2.439167904
## 295 0.94496146 0.127551100 0.78579345 -0.13837986 -0.023391665
## 296 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 297 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 298 1.31094661 0.630097209 1.30510361 0.62366731 -0.781618049
## 299 0.48610872 -0.778035684 0.50944533 -0.70590699 1.435004340
## 300 2.69464363 1.785165014 2.90689713 1.91535594 -1.732727156
## 301 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 302 0.84235723 0.008273867 0.82992463 -0.01277486 0.087317952
## 303 1.09658692 0.374883166 1.17389983 0.46960844 0.211352583
## 304 0.40051626 -0.934496887 0.56187412 -0.60086804 0.672596261
## 305 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 306 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 307 0.13162013 -1.892486553 0.13269397 -1.89525227 1.079699084
## 308 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 309 0.95287312 0.164714771 0.90555096 0.09851576 0.280947803
## 310 1.76138993 1.128344112 1.68407983 1.05311804 -0.865974385
## 311 0.49189240 -0.569977105 0.52867314 -0.49141611 0.704121042
## 312 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 313 0.52893597 -0.593175453 0.55765218 -0.53493060 1.062707322
## 314 0.57397170 -0.405312988 0.55686133 -0.43128459 0.477943760
## 315 0.17909261 -1.802701640 0.19761897 -1.69233137 0.593366979
## 316 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 317 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 318 1.97015172 1.369297102 1.84585491 1.24477717 -1.774117496
## 319 0.59840204 -0.384649942 0.60974975 -0.35357330 0.313617442
## 320 0.72330153 -0.249603744 0.72933551 -0.23388596 0.100934453
## 321 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 322 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 323 0.02772456 -2.899728924 0.02692568 -2.91141323 1.162160806
## 324 0.82935757 -0.061250988 0.83268597 -0.05109445 -0.295594309
## 325 0.11653447 -1.741299831 0.12309298 -1.69233932 1.258712049
## 326 1.34800160 0.678578188 1.34055175 0.67071753 -0.396611935
## 327 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 328 1.09172782 0.368470491 0.99444016 0.24203871 -0.092996153
## 329 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 330 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 331 2.00283722 1.425611590 1.96816749 1.37961040 -1.584495511
## 332 0.69947493 -0.233915835 0.67240869 -0.27185544 0.432251083
## 333 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 334 0.28131626 -1.304121655 0.26841971 -1.35154884 0.639037326
## 335 0.37496781 -0.957156025 0.30620713 -1.14605667 0.707945672
## 336 1.10954561 0.378944281 0.99857027 0.21547100 -0.340019340
## 337 1.37609505 0.695234502 1.38276112 0.70164791 -0.654610583
## 338 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 339 0.62938099 -0.310694055 0.57466287 -0.40978229 0.535504824
## 340 0.39673918 -0.981177418 0.37626704 -1.03446680 1.116553611
## 341 2.39509926 1.788020990 2.42314707 1.79845237 -2.257275162
## 342 0.91141187 0.080773831 0.99006479 0.20553393 -0.263348501
## 343 0.67546615 -0.316969657 0.67799248 -0.31333615 0.617992489
## 344 2.19387568 1.518725068 2.34007627 1.62635126 -1.426167004
## 345 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 346 0.38284523 -0.927008414 0.28554144 -1.35391802 0.635657212
## 347 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 348 0.84486013 0.038904623 0.87584040 0.08485382 0.177211570
## 349 0.48610872 -0.778035684 0.50944533 -0.70590699 1.435004340
## 350 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 351 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 352 0.95842018 0.200036955 1.00885831 0.26745676 0.104417769
## 353 0.42739941 -0.750391179 0.43797309 -0.72656041 0.590230986
## 354 1.52017722 0.846412911 1.45212180 0.77696669 -1.298682420
## 355 0.97743937 0.226751303 0.93704927 0.17444768 -0.083346272
## 356 1.55156271 0.871745711 1.67320265 0.98399104 -0.735711938
## 357 0.12013285 -2.134657967 0.12016267 -2.12197289 1.371574987
## 358 0.84684034 0.012661217 0.87889169 0.06061289 0.298959451
## 359 0.51616002 -0.704532298 0.49629068 -0.73792564 0.597361694
## 360 1.94266217 1.350787429 1.85265254 1.25647611 -1.629007291
## 361 0.80688246 -0.013159987 0.83916063 0.03748187 0.257970989
## 362 0.71832201 -0.146126470 0.80493578 -0.05499726 0.969438819
## 363 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 364 0.80625528 -0.008633838 0.72907494 -0.17970048 0.580944837
## 365 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 366 1.13488164 0.416293956 1.12162593 0.39631834 0.298285768
## 367 0.44575316 -0.700008309 0.40453140 -0.78320810 0.825745249
## 368 0.42739941 -0.750391179 0.43797309 -0.72656041 0.590230986
## 369 1.03380721 0.298897494 1.07323608 0.34985167 -0.115406854
## 370 0.69674270 -0.277314066 0.65998231 -0.34881185 0.518518521
## 371 0.10074574 -2.223850452 0.09660857 -2.23737031 0.783851991
## 372 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 373 0.34144477 -1.084997722 0.36654088 -1.01664498 0.776774972
## 374 0.45822354 -0.637932519 0.47689109 -0.59086795 0.706029810
## 375 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 376 0.70845712 -0.263398832 0.68726623 -0.30317781 0.662557809
## 377 0.48328167 -0.787851328 0.51157552 -0.70281431 -0.017416916
## 378 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 379 0.97668924 0.216139698 1.00706818 0.25706783 -0.149490437
## 380 0.74156340 -0.171647188 0.73667302 -0.18272871 -0.077437159
## 381 0.63755863 -0.430268260 0.76581683 -0.17644655 0.661949803
## 382 2.09063929 1.413317601 2.44054604 1.69511466 -1.439583598
## 383 1.00497981 0.262782752 1.06729488 0.34285105 0.026604654
## 384 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 385 1.47818665 0.823665585 1.76298493 1.17109457 -0.175955913
## 386 0.71832201 -0.146126470 0.80493578 -0.05499726 0.969438819
## 387 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 388 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 389 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 390 1.92685870 1.259091478 2.04898722 1.35420617 -1.474589832
## 391 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 392 0.77578768 -0.094001870 0.80337083 -0.05095274 0.161895748
## 393 0.72494288 -0.164245837 0.74288098 -0.12702921 0.368076820
## 394 0.87518053 0.059658695 0.88200687 0.06869770 -0.227242167
## 395 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 396 0.83193656 0.013869829 0.82851851 0.01380057 0.146980220
## 397 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 398 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 399 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 400 0.26274605 -1.363064444 0.14246870 -2.01354226 1.104474234
## 401 1.12724218 0.411010937 1.38026211 0.73061068 0.715773617
## 402 0.85172674 0.049731632 0.91679823 0.14527767 0.023009760
## 403 0.75587245 -0.142435268 0.69406774 -0.24053263 0.201694437
## 404 0.72494288 -0.164245837 0.74288098 -0.12702921 0.368076820
## 405 0.02772456 -2.899728924 0.02692568 -2.91141323 1.162160806
## 406 0.41566751 -0.808650446 0.44510633 -0.84624796 0.695498677
## 407 0.26559108 -1.420584510 0.32669168 -1.22730131 0.915641636
## 408 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 409 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 410 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 411 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 412 0.26274605 -1.363064444 0.14246870 -2.01354226 1.104474234
## 413 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 414 0.17151241 -1.603378955 0.18402695 -1.55466906 1.234045742
## 415 1.23819770 0.544326763 1.13998838 0.43093564 -0.395413528
## 416 1.90391247 1.231400950 2.01195033 1.32879594 -0.863184410
## 417 3.84608431 2.687794989 5.07194641 3.55237913 -5.479651196
## 418 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 419 0.44575316 -0.700008309 0.40453140 -0.78320810 0.825745249
## 420 0.13162013 -1.892486553 0.13269397 -1.89525227 1.079699084
## 421 0.97317202 0.174546425 1.21599999 0.52771901 0.428862282
## 422 0.94968249 0.141981011 1.06081576 0.30756805 0.227477374
## 423 0.29508853 -1.049398690 0.30288532 -1.02008151 0.773685636
## 424 0.41082707 -0.860874255 0.40989516 -0.84478919 1.132671445
## 425 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 426 0.59840204 -0.384649942 0.60974975 -0.35357330 0.313617442
## 427 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 428 1.68559818 1.094732117 1.69030911 1.10049011 -0.649745030
## 429 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 430 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 431 0.90037931 0.085510619 0.97503802 0.19976241 0.333860143
## 432 0.61292177 -0.457030330 0.82403699 -0.07618696 0.527699255
## 433 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 434 1.44168819 0.772089358 1.35544707 0.67682439 -0.487709049
## 435 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 436 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 437 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 438 0.17151241 -1.603378955 0.18402695 -1.55466906 1.234045742
## 439 0.57397170 -0.405312988 0.55686133 -0.43128459 0.477943760
## 440 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 441 0.30967760 -1.184390092 0.28785363 -1.26078920 0.601708064
## 442 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 443 0.57098507 -0.452605851 0.54487954 -0.49241379 0.562390837
## 444 0.82625525 0.004989189 0.84166738 0.03301947 0.333578977
## 445 0.40482546 -0.765358558 0.41308549 -0.74182984 0.589928889
## 446 0.44364820 -0.696337424 0.44153340 -0.68866346 0.735802191
## 447 1.43200672 0.806766738 1.25717099 0.58230792 -0.922642933
## 448 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 449 1.59525619 0.956350149 1.71127350 1.06816678 -0.807671938
## 450 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 451 3.30808875 2.174061859 3.57278226 2.31940863 -2.799918230
## 452 0.31703702 -1.251781675 0.34511334 -1.16499336 0.495083893
## 453 0.13162013 -1.892486553 0.13269397 -1.89525227 1.079699084
## 454 0.39805873 -0.872456384 0.42712044 -0.80361719 0.794485143
## 455 1.23751284 0.544282467 1.17839340 0.47538433 -0.147137703
## 456 1.21781653 0.522901020 1.25240459 0.56351820 -0.138322475
## 457 0.55485029 -0.458244959 0.58210649 -0.39638257 0.692274711
## 458 1.97764758 1.328034216 2.20828415 1.51919564 -1.793119377
## 459 0.91789208 0.156674812 0.96052372 0.20502609 0.118466976
## 460 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 461 0.56615194 -0.541864296 0.56383330 -0.54801665 1.131346169
## 462 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 463 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 464 0.75128724 -0.152089171 0.80990386 -0.09579117 0.761138117
## 465 0.43408956 -0.916851594 0.48619079 -0.76650788 1.179829244
## 466 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 467 0.33816458 -0.665205291 0.32098177 -0.75241036 1.144421075
## 468 0.62627031 -0.387514257 0.59317601 -0.44251896 0.446088942
## 469 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 470 0.56615194 -0.541864296 0.56383330 -0.54801665 1.131346169
## 471 0.11653447 -1.741299831 0.12309298 -1.69233932 1.258712049
## 472 0.89570205 0.048416656 0.87374884 0.01344716 0.771382261
## 473 0.13642525 -2.043007977 0.13337491 -2.03754429 0.988656567
## 474 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 475 0.49189240 -0.569977105 0.52867314 -0.49141611 0.704121042
## 476 0.42919060 -0.764213925 0.40442972 -0.82775132 0.804457676
## 477 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 478 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 479 0.60639930 -0.501081924 0.63208877 -0.43518065 0.644086819
## 480 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 481 0.60123224 -0.509249817 0.58590083 -0.53072145 0.766338871
## 482 1.27634954 0.592168242 1.40148788 0.73082792 -0.520829521
## 483 0.42919060 -0.764213925 0.40442972 -0.82775132 0.804457676
## 484 0.17151241 -1.603378955 0.18402695 -1.55466906 1.234045742
## 485 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 486 1.35400588 0.704129120 1.32477900 0.67174413 -0.388692878
## 487 0.77578768 -0.094001870 0.80337083 -0.05095274 0.161895748
## 488 2.07420119 1.489295396 2.11451418 1.52703694 -2.092760193
## 489 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 490 0.45928402 -0.798747689 0.46640871 -0.78067800 0.342815835
## 491 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 492 0.61754395 -0.408380680 0.62204149 -0.40275678 0.276219544
## 493 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 494 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 495 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 496 0.19979172 -1.714749301 0.19113237 -1.72714556 0.901906210
## 497 0.82625525 0.004989189 0.84166738 0.03301947 0.333578977
## 498 0.74702628 -0.128433828 0.80123774 -0.04215701 0.285393336
## 499 0.29500049 -1.276927750 0.30121874 -1.25470178 0.785967986
## 500 0.41927593 -0.849873864 0.57338804 -0.56832973 0.519641157
## 501 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 502 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 503 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 504 0.97661721 0.179265821 0.77057195 -0.16772198 -0.089532429
## 505 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 506 3.73964601 2.447841149 3.99112514 2.58137874 -4.306229109
## 507 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 508 0.57098507 -0.452605851 0.54487954 -0.49241379 0.562390837
## 509 2.36662367 1.673104215 2.35954399 1.67164400 -2.670015736
## 510 2.14108365 1.439590824 2.12774184 1.41556153 -1.759898571
## 511 0.27516380 -1.107641704 0.26036838 -1.14554234 1.020813814
## 512 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 513 3.54297574 2.307909054 3.74870040 2.41428104 -2.852200255
## 514 1.47009549 0.791148310 1.49765169 0.81688474 -0.912175425
## 515 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 516 0.41546778 -0.755563426 0.43504607 -0.70833861 0.871297328
## 517 1.08995862 0.352783841 1.21472155 0.52660303 -0.251267704
## 518 1.07472050 0.351055515 1.03712698 0.30516452 -0.114320724
## 519 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 520 0.43145140 -0.806605799 0.41725651 -0.84748584 0.706488895
## 521 0.48610872 -0.778035684 0.50944533 -0.70590699 1.435004340
## 522 0.90072366 0.077639353 0.90048726 0.07625048 0.285373222
## 523 2.57416259 1.766138188 2.60081683 1.76854023 -2.075917436
## 524 0.52893597 -0.593175453 0.55765218 -0.53493060 1.062707322
## 525 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 526 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 527 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 528 2.19869584 1.428299801 2.08575052 1.33590771 -1.319422369
## 529 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 530 0.63755863 -0.430268260 0.76581683 -0.17644655 0.661949803
## 531 2.13434315 1.498910074 2.10890123 1.47778768 -1.740096739
## 532 0.83511663 0.014621563 0.81522863 -0.01578938 -0.017274571
## 533 0.33878765 -1.115273117 0.36463774 -1.04102405 0.791718271
## 534 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 535 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 536 0.29500049 -1.276927750 0.30121874 -1.25470178 0.785967986
## 537 0.20992475 -1.375143158 0.20291435 -1.40175521 0.875514282
## 538 0.67561862 -0.256033575 0.63324894 -0.40609047 0.621262465
## 539 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 540 0.70082835 -0.268231751 0.69940202 -0.27214019 0.594150565
## 541 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 542 0.47028400 -0.813627248 0.47230027 -0.79456406 0.135049573
## 543 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 544 1.09840515 0.378381352 1.42600991 0.77345039 -0.051848259
## 545 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 546 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 547 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 548 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 549 1.37219526 0.691248901 1.26512956 0.57460680 -0.371684275
## 550 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 551 1.20570963 0.508536503 1.29620525 0.61784846 0.004157447
## 552 0.82625525 0.004989189 0.84166738 0.03301947 0.333578977
## 553 0.90008163 0.115052093 0.94630359 0.17994179 0.037891271
## 554 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 555 0.72897814 -0.146385003 0.70307680 -0.18867009 0.394731363
## 556 1.70318625 1.105633391 1.92749235 1.35059904 -1.024051182
## 557 0.37496781 -0.957156025 0.30620713 -1.14605667 0.707945672
## 558 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 559 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 560 0.40330383 -0.829064806 0.36824678 -0.92281786 0.819884743
## 561 0.68026662 -0.268883499 0.64132739 -0.32919558 0.649707615
## 562 1.35955060 0.715882138 1.37316274 0.72933049 -0.844032650
## 563 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 564 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 565 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 566 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 567 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 568 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 569 0.65294169 -0.305528727 0.63422027 -0.32899708 0.755861697
## 570 0.22810096 -1.401946815 0.22926590 -1.40454420 1.192717002
## 571 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 572 0.99977050 0.251120449 0.98316277 0.23173610 -0.117496032
## 573 0.89454582 0.053082731 0.96671223 0.16959956 -0.236452531
## 574 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 575 0.68469235 -0.234994752 0.67026297 -0.26123210 0.128751027
## 576 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 577 2.24697208 1.486583373 2.31790179 1.54044141 -1.808594350
## 578 1.08859835 0.367348747 1.06735216 0.34136689 -0.310370292
## 579 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 580 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 581 0.71832201 -0.146126470 0.80493578 -0.05499726 0.969438819
## 582 1.43081621 0.764117268 1.29449314 0.61263973 -0.659738184
## 583 0.44364820 -0.696337424 0.44153340 -0.68866346 0.735802191
## 584 0.13162013 -1.892486553 0.13269397 -1.89525227 1.079699084
## 585 0.43381574 -0.775718269 0.41500623 -0.80384915 1.040650565
## 586 3.69237302 2.540984917 3.63992393 2.51765757 -4.310489236
## 587 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 588 0.77600754 -0.114539823 0.72759153 -0.19178715 0.483637899
## 589 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 590 1.21781653 0.522901020 1.25240459 0.56351820 -0.138322475
## 591 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 592 0.33854408 -0.979370194 0.34564971 -0.96118750 0.890366532
## 593 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 594 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 595 0.93026312 0.131327182 1.01802554 0.26172414 0.303339690
## 596 0.57397170 -0.405312988 0.55686133 -0.43128459 0.477943760
## 597 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 598 0.44364820 -0.696337424 0.44153340 -0.68866346 0.735802191
## 599 1.49810034 0.828153067 1.35143425 0.67308234 -0.398204197
## 600 0.50290656 -0.704572228 0.48436147 -0.74608635 0.583930974
## 601 0.11653447 -1.741299831 0.12309298 -1.69233932 1.258712049
## 602 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 603 1.00107772 0.239335568 1.07630984 0.34168591 0.066410228
## 604 2.23616259 1.457782429 2.40805861 1.57858179 -1.438114206
## 605 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 606 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 607 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 608 2.08590247 1.341163346 2.03787383 1.29934375 -1.683763228
## 609 2.77932073 2.012625178 2.92929298 2.12598665 -1.813812578
## 610 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 611 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 612 2.11146458 1.516870395 2.09390162 1.49218653 -1.895677891
## 613 1.13238531 0.418179368 1.16470203 0.45847373 -0.363127230
## 614 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 615 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 616 2.54884372 1.708008805 2.41508834 1.61028114 -1.720434247
## 617 0.13642525 -2.043007977 0.13337491 -2.03754429 0.988656567
## 618 1.85262522 1.173003496 1.99912175 1.29135704 -1.091521052
## 619 0.41546778 -0.755563426 0.43504607 -0.70833861 0.871297328
## 620 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 621 1.87492599 1.292571877 1.98778410 1.40666511 -1.260909453
## 622 0.32226027 -1.122333763 0.25489132 -1.48094267 0.948367705
## 623 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 624 0.47743003 -0.765856059 0.39907997 -1.01282542 1.096942793
## 625 0.41082707 -0.860874255 0.40989516 -0.84478919 1.132671445
## 626 7.46353946 4.611252259 6.92421883 4.41072893 -9.790885286
## 627 0.16794779 -1.858880792 0.15006789 -1.92657715 1.354956172
## 628 1.22180155 0.530821696 1.23849566 0.55233506 -0.451139600
## 629 1.28272987 0.613746261 1.25913776 0.58613626 0.335393902
## 630 1.02997233 0.262724106 1.12262698 0.39852001 0.110286679
## 631 0.84826596 -0.028108439 0.84731298 -0.02579312 0.700852507
## 632 1.49810034 0.828153067 1.35143425 0.67308234 -0.398204197
## 633 0.33854408 -0.979370194 0.34564971 -0.96118750 0.890366532
## 634 0.60276401 -0.382926452 0.64541169 -0.30489788 0.354532440
## 635 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 636 0.65891592 -0.283796438 0.61358565 -0.37290256 0.284570684
## 637 2.17468236 1.551889315 2.06715442 1.45278062 -1.617135258
## 638 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 639 0.61500644 -0.397353460 0.61977706 -0.38439374 0.656567497
## 640 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 641 1.59672364 0.948233550 1.72984611 1.07278666 -0.670373507
## 642 0.41082707 -0.860874255 0.40989516 -0.84478919 1.132671445
## 643 0.45309931 -0.551715695 0.43575380 -0.65821080 0.997324262
## 644 0.95842018 0.200036955 1.00885831 0.26745676 0.104417769
## 645 1.79120936 1.104439691 1.66717982 0.98982572 -1.034678485
## 646 0.46911374 -0.664453565 0.37076571 -1.02944825 0.921251223
## 647 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 648 0.36428268 -0.963985382 0.34304666 -1.02898030 0.623216367
## 649 0.49189240 -0.569977105 0.52867314 -0.49141611 0.704121042
## 650 0.02772456 -2.899728924 0.02692568 -2.91141323 1.162160806
## 651 1.29041799 0.627808919 1.30029853 0.63798426 0.012451654
## 652 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 653 1.22635282 0.531490834 1.23301050 0.53883667 -0.393133069
## 654 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 655 1.07472050 0.351055515 1.03712698 0.30516452 -0.114320724
## 656 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 657 0.16794779 -1.858880792 0.15006789 -1.92657715 1.354956172
## 658 1.90085373 1.192753698 1.91023813 1.19514872 -1.301829905
## 659 1.09773285 0.370370587 1.17154136 0.46584430 -0.097763732
## 660 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 661 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 662 0.10218833 -2.031596854 0.10736829 -2.00824592 1.089906141
## 663 0.89757018 0.057506198 0.87845294 0.02837484 -0.358505154
## 664 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 665 0.80688246 -0.013159987 0.83916063 0.03748187 0.257970989
## 666 0.59209284 -0.460555946 0.59642506 -0.45516823 0.296839468
## 667 4.84727679 3.061213371 4.82936172 3.05633212 -5.919014918
## 668 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 669 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 670 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 671 0.57524081 -0.554741231 0.49078379 -0.76318283 1.023807317
## 672 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 673 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 674 0.40105578 -0.877938041 0.39176450 -0.88273622 1.009944458
## 675 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 676 0.40372926 -0.992745541 0.42659427 -0.91380557 0.969079327
## 677 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 678 2.73095717 1.814138023 2.85272966 1.88400167 -1.731183746
## 679 0.34144477 -1.084997722 0.36654088 -1.01664498 0.776774972
## 680 0.60292238 -0.390361696 0.61943230 -0.36073653 0.425384209
## 681 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 682 0.40105578 -0.877938041 0.39176450 -0.88273622 1.009944458
## 683 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 684 1.86353257 1.222947913 1.87130185 1.22218440 -0.994367042
## 685 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 686 0.75808867 -0.093195867 0.75517860 -0.09265242 0.047413286
## 687 0.57098507 -0.452605851 0.54487954 -0.49241379 0.562390837
## 688 1.90085373 1.192753698 1.91023813 1.19514872 -1.301829905
## 689 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 690 0.60249778 -0.434401345 0.69608431 -0.24675831 0.461446549
## 691 0.22810096 -1.401946815 0.22926590 -1.40454420 1.192717002
## 692 0.72897814 -0.146385003 0.70307680 -0.18867009 0.394731363
## 693 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 694 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 695 0.84826596 -0.028108439 0.84731298 -0.02579312 0.700852507
## 696 6.57903818 3.772473062 7.04331969 3.90643388 -6.535511784
## 697 0.11653447 -1.741299831 0.12309298 -1.69233932 1.258712049
## 698 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 699 0.39673918 -0.981177418 0.37626704 -1.03446680 1.116553611
## 700 2.62841195 1.755622217 2.59112113 1.72762203 -1.955647617
## 701 1.49810034 0.828153067 1.35143425 0.67308234 -0.398204197
## 702 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 703 0.55485029 -0.458244959 0.58210649 -0.39638257 0.692274711
## 704 0.75835057 -0.156711604 0.66697298 -0.37353587 0.862220256
## 705 1.09658692 0.374883166 1.17389983 0.46960844 0.211352583
## 706 6.37772845 3.790923709 5.99443750 3.64300210 -5.841422421
## 707 0.83450985 0.027448633 0.82512902 0.01681747 0.153729656
## 708 1.55647536 0.877692053 1.57589690 0.89367481 -0.730907038
## 709 1.00899618 0.262959806 1.01458297 0.27048905 -0.140015665
## 710 0.15970435 -1.549959102 0.14882242 -1.59522910 1.186446417
## 711 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 712 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 713 1.78960311 1.095183768 1.65723546 0.97331651 -0.681889880
## 714 1.20570963 0.508536503 1.29620525 0.61784846 0.004157447
## 715 1.58689785 0.926901421 1.68963269 1.02933916 -1.227116543
## 716 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 717 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 718 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 719 1.03380721 0.298897494 1.07323608 0.34985167 -0.115406854
## 720 2.49738254 1.794805612 3.16102371 2.39411424 -2.612667280
## 721 0.50290656 -0.704572228 0.48436147 -0.74608635 0.583930974
## 722 1.59525619 0.956350149 1.71127350 1.06816678 -0.807671938
## 723 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 724 0.10074574 -2.223850452 0.09660857 -2.23737031 0.783851991
## 725 0.56730828 -0.587722410 0.64439327 -0.40962424 0.585562871
## 726 0.91789208 0.156674812 0.96052372 0.20502609 0.118466976
## 727 0.13162013 -1.892486553 0.13269397 -1.89525227 1.079699084
## 728 1.00497981 0.262782752 1.06729488 0.34285105 0.026604654
## 729 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 730 0.11653447 -1.741299831 0.12309298 -1.69233932 1.258712049
## 731 0.38679675 -1.021918208 0.39351352 -0.99386067 1.298265554
## 732 1.53601525 0.860222170 1.44825191 0.77129218 -0.833025182
## 733 0.51966798 -0.613672388 0.68349537 -0.33698934 0.643174105
## 734 1.64832218 1.043484585 1.66732476 1.06150305 -1.048427924
## 735 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 736 0.33854408 -0.979370194 0.34564971 -0.96118750 0.890366532
## 737 0.18526650 -1.780390103 0.19236688 -1.73449015 1.516748131
## 738 1.05251976 0.297098205 1.34701298 0.69976018 0.204734517
## 739 0.48610872 -0.778035684 0.50944533 -0.70590699 1.435004340
## 740 0.18526650 -1.780390103 0.19236688 -1.73449015 1.516748131
## 741 3.12664613 2.073277247 3.40262940 2.22336630 -2.635437730
## 742 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 743 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 744 0.28131626 -1.304121655 0.26841971 -1.35154884 0.639037326
## 745 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 746 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 747 0.79212784 -0.043449520 0.79191898 -0.03859234 0.270462408
## 748 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 749 0.20992475 -1.375143158 0.20291435 -1.40175521 0.875514282
## 750 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 751 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 752 0.51616002 -0.704532298 0.49629068 -0.73792564 0.597361694
## 753 0.33816458 -0.665205291 0.32098177 -0.75241036 1.144421075
## 754 1.68929507 1.030669873 1.75612934 1.09629230 -0.893028607
## 755 3.40034467 2.225739251 3.23167447 2.12070610 -2.681374301
## 756 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 757 0.77046429 -0.090373324 0.73748260 -0.14481507 0.232278179
## 758 0.16794779 -1.858880792 0.15006789 -1.92657715 1.354956172
## 759 0.16061369 -1.863175317 0.18262022 -1.74270710 0.936187238
## 760 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 761 1.06342871 0.337119014 1.08934611 0.36999026 0.038551780
## 762 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 763 0.41927593 -0.849873864 0.57338804 -0.56832973 0.519641157
## 764 0.45928402 -0.798747689 0.46640871 -0.78067800 0.342815835
## 765 0.60367002 -0.354879221 0.56711206 -0.41564608 0.556242566
## 766 0.39673918 -0.981177418 0.37626704 -1.03446680 1.116553611
## 767 2.49775992 1.662289982 2.62580231 1.74116387 -2.593216764
## 768 1.20570963 0.508536503 1.29620525 0.61784846 0.004157447
## 769 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 770 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 771 0.50966916 -0.708769031 0.50336519 -0.71391010 0.913425970
## 772 0.89570205 0.048416656 0.87374884 0.01344716 0.771382261
## 773 0.57397170 -0.405312988 0.55686133 -0.43128459 0.477943760
## 774 3.84942884 2.841526651 4.01167118 2.91438558 -5.696966360
## 775 0.70845712 -0.263398832 0.68726623 -0.30317781 0.662557809
## 776 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 777 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 778 2.63748968 1.976878640 3.00968127 2.26977709 -3.806997663
## 779 1.41493769 0.760556891 1.35393037 0.69088222 -0.553409183
## 780 0.12013285 -2.134657967 0.12016267 -2.12197289 1.371574987
## 781 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 782 0.97103636 0.203670627 0.98735989 0.22974779 0.029187208
## 783 0.43381574 -0.775718269 0.41500623 -0.80384915 1.040650565
## 784 0.61500644 -0.397353460 0.61977706 -0.38439374 0.656567497
## 785 0.45561815 -0.656485478 0.46999211 -0.62267033 0.651281107
## 786 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 787 0.95842018 0.200036955 1.00885831 0.26745676 0.104417769
## 788 1.84691875 1.177515766 1.88921597 1.21761883 -0.939043338
## 789 1.55036658 0.881603631 1.59940488 0.93031799 -1.239466897
## 790 1.33148165 0.673142398 1.39552026 0.75080921 -0.442566483
## 791 1.53246323 0.927141704 1.78616351 1.19867029 -0.647754448
## 792 0.95287312 0.164714771 0.90555096 0.09851576 0.280947803
## 793 2.62026062 1.821187688 2.70515522 1.88745151 -2.324855054
## 794 0.37496781 -0.957156025 0.30620713 -1.14605667 0.707945672
## 795 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 796 0.25946527 -1.166372385 0.26100928 -1.15645969 1.107664840
## 797 0.18526650 -1.780390103 0.19236688 -1.73449015 1.516748131
## 798 2.04958455 1.467087493 1.96122271 1.37960881 -1.194326940
## 799 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 800 0.52893597 -0.593175453 0.55765218 -0.53493060 1.062707322
## 801 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 802 0.43755590 -0.719835998 0.40939127 -0.77232463 1.017542912
## 803 1.20570963 0.508536503 1.29620525 0.61784846 0.004157447
## 804 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 805 1.37756554 0.713299485 1.41817314 0.75511519 -0.601029974
## 806 0.27516380 -1.107641704 0.26036838 -1.14554234 1.020813814
## 807 0.21398544 -1.453105127 0.23193794 -1.35814884 1.101526856
## 808 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 809 0.41546778 -0.755563426 0.43504607 -0.70833861 0.871297328
## 810 0.69947493 -0.233915835 0.67240869 -0.27185544 0.432251083
## 811 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 812 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 813 2.45096591 1.787744928 2.51563623 1.89211440 -1.912680565
## 814 0.91789208 0.156674812 0.96052372 0.20502609 0.118466976
## 815 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 816 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 817 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 818 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 819 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 820 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 821 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 822 1.85262522 1.173003496 1.99912175 1.29135704 -1.091521052
## 823 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 824 1.59525619 0.956350149 1.71127350 1.06816678 -0.807671938
## 825 0.39619324 -0.853520781 0.40972958 -0.80191559 0.766317471
## 826 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 827 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 828 0.89454582 0.053082731 0.96671223 0.16959956 -0.236452531
## 829 0.28131626 -1.304121655 0.26841971 -1.35154884 0.639037326
## 830 3.28647979 2.194043317 3.52120653 2.31300319 -2.356595131
## 831 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 832 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 833 0.16794779 -1.858880792 0.15006789 -1.92657715 1.354956172
## 834 0.59084683 -0.457701439 0.63883349 -0.35401304 0.308930305
## 835 0.49189240 -0.569977105 0.52867314 -0.49141611 0.704121042
## 836 1.74016683 1.060209962 1.76671511 1.08424569 -0.916754717
## 837 0.10218833 -2.031596854 0.10736829 -2.00824592 1.089906141
## 838 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 839 0.13162013 -1.892486553 0.13269397 -1.89525227 1.079699084
## 840 0.61632026 -0.466896612 0.60459615 -0.48439023 0.363355654
## 841 1.22789597 0.534241324 1.30607947 0.62566247 -0.287681230
## 842 0.21500885 -1.653620874 0.20355006 -1.67796700 1.568712857
## 843 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 844 0.39805873 -0.872456384 0.42712044 -0.80361719 0.794485143
## 845 0.52893597 -0.593175453 0.55765218 -0.53493060 1.062707322
## 846 0.12602026 -1.891769490 0.13624877 -1.80328409 1.122076559
## 847 0.59492311 -0.518319114 0.54912719 -0.62114169 1.052662237
## 848 0.41546778 -0.755563426 0.43504607 -0.70833861 0.871297328
## 849 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 850 0.40594329 -0.772539307 0.41093126 -0.74910204 0.811186852
## 851 3.97489595 2.778586859 3.82618203 2.69829347 -4.367695666
## 852 0.45438399 -0.834637107 0.39784860 -1.01325817 0.945302973
## 853 1.92615329 1.209142831 1.90022394 1.18380424 -1.560126339
## 854 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 855 0.72985839 -0.175780527 0.76746156 -0.11264940 0.287435961
## 856 0.69192029 -0.258461974 0.67885877 -0.27709283 0.740017773
## 857 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 858 0.19836137 -1.424772182 0.20728574 -1.36917299 1.040197673
## 859 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 860 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 861 0.28436704 -1.269033729 0.26514207 -1.34071448 0.624150596
## 862 0.45309931 -0.551715695 0.43575380 -0.65821080 0.997324262
## 863 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 864 0.55995041 -0.475374064 0.53556647 -0.51205202 0.763491584
## 865 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 866 0.37389117 -0.844938629 0.40675918 -0.75379396 0.770455747
## 867 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 868 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 869 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 870 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 871 0.32810348 -0.981749664 0.34780574 -0.92652307 0.763706432
## 872 1.78960311 1.095183768 1.65723546 0.97331651 -0.681889880
## 873 0.37389117 -0.844938629 0.40675918 -0.75379396 0.770455747
## 874 0.06966570 -2.111705449 0.06776117 -2.12709232 1.409863722
## 875 0.77046429 -0.090373324 0.73748260 -0.14481507 0.232278179
## 876 0.44575316 -0.700008309 0.40453140 -0.78320810 0.825745249
## 877 0.57524081 -0.554741231 0.49078379 -0.76318283 1.023807317
## 878 0.32023328 -0.981274390 0.34106136 -0.91398475 0.753090912
## 879 0.20992475 -1.375143158 0.20291435 -1.40175521 0.875514282
## 880 0.77852972 -0.109569110 0.87037641 0.04538748 0.131813797
## 881 1.90085373 1.192753698 1.91023813 1.19514872 -1.301829905
## 882 0.84826596 -0.028108439 0.84731298 -0.02579312 0.700852507
## 883 0.37496781 -0.957156025 0.30620713 -1.14605667 0.707945672
## 884 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 885 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 886 1.00165924 0.238041132 1.12382451 0.40438289 -0.194668793
## 887 0.95428310 0.181584293 1.03299488 0.28800997 0.304998728
## 888 1.25787589 0.583786626 1.31366598 0.65415954 -0.913570833
## 889 0.82625525 0.004989189 0.84166738 0.03301947 0.333578977
## 890 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 891 0.97743937 0.226751303 0.93704927 0.17444768 -0.083346272
## 892 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 893 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 894 0.77852972 -0.109569110 0.87037641 0.04538748 0.131813797
## 895 0.17022432 -1.619867320 0.17756437 -1.55826029 1.044922639
## 896 0.17751519 -1.689303070 0.18729796 -1.65098207 1.202139546
## 897 0.56915244 -0.419684123 0.63244280 -0.31609187 0.869371726
## 898 0.37389117 -0.844938629 0.40675918 -0.75379396 0.770455747
## 899 1.35672397 0.676937358 1.35860686 0.67878253 -0.614433695
## 900 0.24225453 -1.384626420 0.22001002 -1.44607044 1.281471255
## 901 0.84826596 -0.028108439 0.84731298 -0.02579312 0.700852507
## 902 0.40330383 -0.829064806 0.36824678 -0.92281786 0.819884743
## 903 0.79588986 -0.037345953 0.77285127 -0.06767531 0.087738497
## 904 3.73236498 2.451315134 4.04312486 2.59651250 -3.138293837
## 905 0.34035578 -1.032886225 0.31247521 -1.12130024 0.641421619
## 906 0.40372926 -0.992745541 0.42659427 -0.91380557 0.969079327
## 907 1.00165924 0.238041132 1.12382451 0.40438289 -0.194668793
## 908 1.59672364 0.948233550 1.72984611 1.07278666 -0.670373507
## 909 0.65891592 -0.283796438 0.61358565 -0.37290256 0.284570684
## 910 1.83581417 1.119326090 1.72697992 1.06733662 -0.647290989
## 911 0.07001605 -2.165295621 0.07268861 -2.14956605 1.177654287
## 912 0.14845607 -1.582377542 0.14267739 -1.60080654 1.287152323
## 913 0.37496781 -0.957156025 0.30620713 -1.14605667 0.707945672
## 914 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706
## 915 0.59209284 -0.460555946 0.59642506 -0.45516823 0.296839468
## 916 0.17948744 -1.750384640 0.23971708 -1.54795909 1.092953377
## 917 0.45195277 -0.288810171 0.63861600 -0.04554383 1.081976920
## 918 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 919 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 920 0.59625197 -0.396213649 0.63052308 -0.32195075 0.428688055
## 921 0.65539604 -0.327451616 0.72697573 -0.19178010 0.737910003
## 922 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 923 0.31259678 -1.055365293 0.33640684 -0.96946603 0.978388838
## 924 1.40018905 0.729816992 1.49023609 0.82153603 -0.718332854
## 925 0.56129981 -0.568847772 0.57518058 -0.53616335 0.736804240
## 926 0.16917420 -1.493377055 0.16420820 -1.50039223 1.261135166
## 927 0.20148370 -1.604835540 0.27004274 -1.43493000 0.765422141
## 928 0.38284523 -0.927008414 0.28554144 -1.35391802 0.635657212
## 929 1.23819770 0.544326763 1.13998838 0.43093564 -0.395413528
## 930 0.34144477 -1.084997722 0.36654088 -1.01664498 0.776774972
## 931 0.57280365 -0.442399203 0.57959323 -0.43033945 0.657481497
## 932 4.04932227 2.573469152 4.34966085 2.71130125 -3.471497197
## 933 1.33148165 0.673142398 1.39552026 0.75080921 -0.442566483
## 934 1.36102210 0.691659436 1.40300137 0.73972125 -0.471931578
## 935 0.99472917 0.239328105 1.12132664 0.40363685 0.334605499
## 936 0.42157781 -0.676070570 0.40217908 -0.75459916 0.947982807
## 937 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 938 0.90058818 0.098200103 0.91646954 0.12055087 -0.243170393
## 939 0.94712876 0.167284391 0.98197778 0.22020353 0.198610204
## 940 1.32831492 0.675804246 1.37598799 0.73499400 -0.514310174
## 941 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 942 3.84608431 2.687794989 5.07194641 3.55237913 -5.479651196
## 943 0.32138595 -1.069031739 0.25134813 -1.29549419 1.140380941
## 944 0.60123224 -0.509249817 0.58590083 -0.53072145 0.766338871
## 945 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 946 2.61168890 1.744925607 2.68035623 1.79022158 -2.144948708
## 947 2.20125814 1.608083062 2.36530610 1.73968496 -1.107531678
## 948 0.98297830 0.191711250 1.04791291 0.29117220 0.181838857
## 949 0.96763811 0.164875825 1.05919026 0.30684926 -0.190770753
## 950 0.18526650 -1.780390103 0.19236688 -1.73449015 1.516748131
## 951 3.65663607 2.551444745 4.23131449 2.85779484 -3.296862242
## 952 0.03009308 -2.472464702 0.03000738 -2.44611223 1.388800089
## 953 0.83193656 0.013869829 0.82851851 0.01380057 0.146980220
## 954 0.25690557 -1.181781359 0.25404830 -1.18736472 0.895990879
## 955 0.72494288 -0.164245837 0.74288098 -0.12702921 0.368076820
## 956 0.65294169 -0.305528727 0.63422027 -0.32899708 0.755861697
## 957 0.49053015 -0.403035762 0.58529911 -0.29478717 0.973929370
## 958 3.73945481 2.471307930 3.86977718 2.54399251 -2.937484707
## 959 0.37494938 -0.831865857 0.38727252 -0.79462496 0.735653202
## 960 0.14033962 -1.724020759 0.13004648 -1.74819133 1.188673706#4
DGS_IRT_4 = mirt(data = DGS_7model_4,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -6628.410, Max-Change: 1.00964
Iteration: 2, Log-Lik: -6344.442, Max-Change: 1.12175
Iteration: 3, Log-Lik: -6309.132, Max-Change: 0.47730
Iteration: 4, Log-Lik: -6296.063, Max-Change: 0.36415
Iteration: 5, Log-Lik: -6289.119, Max-Change: 0.16825
Iteration: 6, Log-Lik: -6285.147, Max-Change: 0.20029
Iteration: 7, Log-Lik: -6283.764, Max-Change: 0.09493
Iteration: 8, Log-Lik: -6282.159, Max-Change: 0.08322
Iteration: 9, Log-Lik: -6281.097, Max-Change: 0.07436
Iteration: 10, Log-Lik: -6280.456, Max-Change: 0.06966
Iteration: 11, Log-Lik: -6279.917, Max-Change: 0.05962
Iteration: 12, Log-Lik: -6279.575, Max-Change: 0.04821
Iteration: 13, Log-Lik: -6279.099, Max-Change: 0.02994
Iteration: 14, Log-Lik: -6278.995, Max-Change: 0.02371
Iteration: 15, Log-Lik: -6278.931, Max-Change: 0.02050
Iteration: 16, Log-Lik: -6278.828, Max-Change: 0.01556
Iteration: 17, Log-Lik: -6278.803, Max-Change: 0.01316
Iteration: 18, Log-Lik: -6278.787, Max-Change: 0.01104
Iteration: 19, Log-Lik: -6278.745, Max-Change: 0.00142
Iteration: 20, Log-Lik: -6278.744, Max-Change: 0.00173
Iteration: 21, Log-Lik: -6278.743, Max-Change: 0.00160
Iteration: 22, Log-Lik: -6278.740, Max-Change: 0.00030
Iteration: 23, Log-Lik: -6278.740, Max-Change: 0.00013
Iteration: 24, Log-Lik: -6278.740, Max-Change: 0.00013
Iteration: 25, Log-Lik: -6278.740, Max-Change: 0.00013
Iteration: 26, Log-Lik: -6278.740, Max-Change: 0.00065
Iteration: 27, Log-Lik: -6278.740, Max-Change: 0.00021
Iteration: 28, Log-Lik: -6278.740, Max-Change: 0.00012
Iteration: 29, Log-Lik: -6278.740, Max-Change: 0.00061
Iteration: 30, Log-Lik: -6278.740, Max-Change: 0.00041
Iteration: 31, Log-Lik: -6278.740, Max-Change: 0.00012
Iteration: 32, Log-Lik: -6278.740, Max-Change: 0.00011
Iteration: 33, Log-Lik: -6278.740, Max-Change: 0.00054
Iteration: 34, Log-Lik: -6278.740, Max-Change: 0.00029
Iteration: 35, Log-Lik: -6278.740, Max-Change: 0.00016
Iteration: 36, Log-Lik: -6278.740, Max-Change: 0.00010summary(DGS_IRT_4)## F1 h2
## DGS_1 0.258 0.0667
## DGS_21 0.821 0.6741
## DGS_44 0.486 0.2363
## DGS_65 0.532 0.2832
##
## SS loadings: 1.26
## Proportion Var: 0.315
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_4, IRTpars = T)## $DGS_1
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.455 -2.346 -1.53 -0.12 -0.257 0.839 2.088 0
##
## $DGS_21
## a1 b1 b2 b3 b4 b5 b6 c
## par 2.448 -1.716 -1.278 -0.593 -0.254 0.185 1.074 0
##
## $DGS_44
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.947 -2.588 -2.067 -1.246 -0.955 -0.828 0.313 0
##
## $DGS_65
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.07 -1.328 -1.586 0.212 -0.199 0.533 1.41 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_4, 5, type = "trace")
itemplot(DGS_IRT_4, 4, type = "info")
plot(DGS_IRT_4, type = "trace")
plot(DGS_IRT_4, type = "info")
plot(DGS_IRT_4) #expected score curve
#person fit
fscores(DGS_IRT_4) #factor score for each participants## F1
## [1,] 0.178326426
## [2,] 0.907623152
## [3,] -0.242821698
## [4,] -0.410641396
## [5,] -0.708013914
## [6,] -0.543728438
## [7,] 0.416150550
## [8,] -0.134045073
## [9,] -0.675134426
## [10,] -0.961326910
## [11,] 0.551877121
## [12,] -0.056649917
## [13,] -1.022074377
## [14,] -0.736949271
## [15,] 0.065291042
## [16,] 1.442028635
## [17,] 1.085541651
## [18,] 0.219338486
## [19,] 0.851722744
## [20,] -1.603139756
## [21,] -2.311898403
## [22,] -0.265160334
## [23,] -0.371646535
## [24,] 0.118928055
## [25,] 0.175427504
## [26,] -1.838895364
## [27,] -0.705343208
## [28,] -0.167548360
## [29,] -0.820636499
## [30,] 0.110192861
## [31,] 1.215969018
## [32,] 0.905215507
## [33,] -0.664543942
## [34,] 0.123312683
## [35,] -0.692185230
## [36,] -1.458873098
## [37,] 0.526457128
## [38,] 0.050967681
## [39,] -0.681573529
## [40,] -0.516434169
## [41,] 0.178326426
## [42,] -0.107048711
## [43,] -0.635968592
## [44,] -0.116543177
## [45,] -0.038747979
## [46,] -0.233697422
## [47,] 0.791611066
## [48,] 0.506750530
## [49,] 0.739530848
## [50,] 0.905215507
## [51,] -0.398931499
## [52,] 0.646003139
## [53,] 0.823460698
## [54,] -0.688265080
## [55,] 0.526457128
## [56,] -0.494509242
## [57,] -0.679048431
## [58,] -0.219114418
## [59,] -1.444727633
## [60,] -0.207296174
## [61,] -0.038747979
## [62,] -0.223050919
## [63,] -0.839347498
## [64,] 0.419425965
## [65,] -0.259870345
## [66,] -0.779180424
## [67,] -0.839347498
## [68,] 1.326137913
## [69,] 0.900852363
## [70,] 1.916822455
## [71,] -0.789935033
## [72,] -0.740894365
## [73,] 1.326137913
## [74,] -1.286087554
## [75,] 0.991456009
## [76,] -0.167548360
## [77,] -1.479777817
## [78,] 0.460870488
## [79,] 1.916822455
## [80,] -0.481568124
## [81,] 0.665498872
## [82,] 0.318430618
## [83,] 0.299263158
## [84,] -0.334184640
## [85,] -0.070370638
## [86,] 0.258157114
## [87,] -1.535481995
## [88,] -1.832888346
## [89,] -0.714479213
## [90,] 0.739530848
## [91,] 0.234771699
## [92,] -0.468630191
## [93,] -0.462283819
## [94,] -0.763335217
## [95,] 1.183054485
## [96,] -1.532283665
## [97,] -1.117575717
## [98,] 0.526457128
## [99,] -0.238898601
## [100,] -0.803275444
## [101,] -1.416133979
## [102,] -0.252042813
## [103,] -0.812541457
## [104,] -0.196597279
## [105,] -0.800455986
## [106,] 0.297569713
## [107,] 1.916822455
## [108,] -0.170114041
## [109,] -0.045524911
## [110,] 0.529939907
## [111,] 0.108643669
## [112,] -0.893213364
## [113,] -0.839347498
## [114,] -0.332807683
## [115,] -0.369152604
## [116,] 0.178326426
## [117,] -0.042869725
## [118,] 0.374078803
## [119,] -1.629416212
## [120,] 0.719159517
## [121,] 0.570327818
## [122,] -0.643764698
## [123,] 0.065291042
## [124,] -1.019399596
## [125,] 0.278603959
## [126,] -0.038747979
## [127,] -0.369152604
## [128,] 0.339688992
## [129,] 0.823460698
## [130,] -0.565705296
## [131,] 1.485114265
## [132,] 0.357518293
## [133,] -2.111610265
## [134,] 0.234771699
## [135,] -0.581199086
## [136,] -1.120312858
## [137,] -0.629315336
## [138,] -0.793910845
## [139,] 0.050967681
## [140,] -0.870300080
## [141,] -0.271586396
## [142,] 0.640231770
## [143,] -0.433788668
## [144,] -0.701416649
## [145,] 0.374078803
## [146,] 0.375841230
## [147,] 0.817037660
## [148,] 0.254982253
## [149,] -0.629315336
## [150,] -0.533256178
## [151,] -0.919221537
## [152,] 0.354349658
## [153,] 0.105832774
## [154,] 0.739530848
## [155,] 0.570327818
## [156,] -0.318672232
## [157,] 0.374078803
## [158,] -1.557213081
## [159,] -0.591704400
## [160,] 1.916822455
## [161,] -0.516434169
## [162,] -0.003957716
## [163,] 0.665498872
## [164,] -1.375807335
## [165,] -0.468630191
## [166,] -1.932986382
## [167,] 1.758447199
## [168,] -2.207639324
## [169,] 1.442028635
## [170,] -0.468630191
## [171,] -0.249516821
## [172,] -0.727675042
## [173,] 0.251975332
## [174,] 0.575868706
## [175,] 1.916822455
## [176,] -0.299109303
## [177,] -0.232302496
## [178,] 0.278603959
## [179,] 0.823460698
## [180,] 0.762356129
## [181,] -0.220512591
## [182,] 0.665498872
## [183,] 0.239396995
## [184,] 1.485114265
## [185,] -0.220512591
## [186,] 0.052480801
## [187,] 0.276928119
## [188,] -0.468630191
## [189,] -0.542354905
## [190,] -0.906789247
## [191,] 0.721305164
## [192,] 1.758447199
## [193,] 1.085541651
## [194,] -0.468630191
## [195,] -0.468630191
## [196,] 0.937441569
## [197,] 0.022675760
## [198,] -0.219114418
## [199,] -1.120312858
## [200,] 0.357518293
## [201,] 0.526457128
## [202,] 0.379046230
## [203,] -0.906789247
## [204,] -0.529390523
## [205,] 0.719159517
## [206,] -0.174089554
## [207,] -0.477709190
## [208,] 0.823460698
## [209,] -2.561826845
## [210,] 0.745655360
## [211,] 0.669274542
## [212,] 1.326137913
## [213,] -1.065370850
## [214,] -0.063388330
## [215,] -0.921842648
## [216,] 0.739530848
## [217,] 0.375841230
## [218,] -1.146132297
## [219,] 0.015487251
## [220,] 0.665498872
## [221,] -0.209840740
## [222,] 0.991456009
## [223,] -1.228547167
## [224,] -0.001264812
## [225,] -0.209840740
## [226,] -0.045524911
## [227,] 0.503126788
## [228,] 1.365809615
## [229,] -0.916336514
## [230,] 0.234771699
## [231,] -0.529390523
## [232,] -0.642380044
## [233,] -0.192640737
## [234,] -0.581199086
## [235,] 1.153416245
## [236,] 0.570327818
## [237,] -1.158847351
## [238,] -0.116543177
## [239,] -0.565705296
## [240,] 0.123312683
## [241,] 0.354349658
## [242,] 0.273888212
## [243,] -0.603480209
## [244,] 1.916822455
## [245,] -0.088098815
## [246,] -1.492889529
## [247,] 0.262967943
## [248,] 0.065291042
## [249,] 1.916822455
## [250,] 0.665498872
## [251,] 1.916822455
## [252,] 0.297569713
## [253,] -2.104175970
## [254,] -1.926538915
## [255,] -0.533256178
## [256,] 0.795685800
## [257,] -0.481568124
## [258,] -0.533256178
## [259,] -0.117973939
## [260,] 0.739530848
## [261,] -0.616267283
## [262,] -0.893213364
## [263,] -0.207296174
## [264,] -0.070370638
## [265,] -0.933929342
## [266,] -2.207639324
## [267,] -0.897258772
## [268,] -0.317293262
## [269,] 1.442028635
## [270,] -0.921842648
## [271,] 0.399214162
## [272,] 0.665498872
## [273,] 0.036723916
## [274,] -0.800707426
## [275,] -0.404047089
## [276,] 1.758447199
## [277,] 1.916822455
## [278,] -0.353683437
## [279,] -0.533256178
## [280,] -0.852795315
## [281,] 0.905215507
## [282,] 0.158833432
## [283,] -0.957231961
## [284,] 0.337959855
## [285,] -0.924465056
## [286,] -1.192049954
## [287,] -0.785961647
## [288,] -0.651558758
## [289,] -0.336684920
## [290,] -0.016713895
## [291,] 1.916822455
## [292,] 0.665498872
## [293,] 0.739530848
## [294,] -0.107048711
## [295,] 0.735593161
## [296,] 1.085541651
## [297,] 0.570327818
## [298,] -1.035889111
## [299,] -0.789935033
## [300,] 0.739530848
## [301,] 1.326137913
## [302,] -0.492019866
## [303,] 1.116325317
## [304,] 0.065291042
## [305,] 1.916822455
## [306,] 0.739530848
## [307,] 0.178326426
## [308,] 0.575868706
## [309,] 1.183054485
## [310,] -0.055193364
## [311,] 0.739530848
## [312,] 1.758447199
## [313,] -0.104442155
## [314,] -1.127571588
## [315,] -0.779180424
## [316,] -0.154184594
## [317,] 0.570327818
## [318,] -0.274240771
## [319,] -0.656848978
## [320,] -0.038747979
## [321,] 0.526457128
## [322,] 0.669479577
## [323,] 0.234771699
## [324,] 0.739530848
## [325,] -0.366658298
## [326,] -0.036086909
## [327,] -0.668700139
## [328,] 0.127705653
## [329,] -0.561832381
## [330,] -0.336684920
## [331,] 1.758447199
## [332,] 0.101480719
## [333,] 0.665498872
## [334,] -0.679048431
## [335,] 1.255711831
## [336,] -0.859403819
## [337,] 0.485362654
## [338,] -0.789935033
## [339,] -1.026225053
## [340,] -0.321176108
## [341,] -1.499471884
## [342,] -0.993140618
## [343,] -0.373019609
## [344,] 1.916822455
## [345,] 1.916822455
## [346,] -0.464771939
## [347,] 0.123312683
## [348,] -0.893213364
## [349,] -0.066284589
## [350,] -0.852795315
## [351,] 0.313618460
## [352,] -0.692185230
## [353,] 0.991456009
## [354,] -1.170480612
## [355,] -0.516434169
## [356,] -0.308150993
## [357,] -1.106102497
## [358,] -0.591704400
## [359,] 0.012778066
## [360,] -0.701416649
## [361,] -0.449348037
## [362,] -0.468630191
## [363,] 1.365809615
## [364,] -2.215734952
## [365,] 0.178326426
## [366,] -0.031811348
## [367,] -0.692185230
## [368,] 0.234771699
## [369,] -2.311898403
## [370,] -1.075239747
## [371,] -1.557213081
## [372,] 0.069578720
## [373,] -0.714479213
## [374,] 0.050967681
## [375,] -0.107048711
## [376,] -0.429930122
## [377,] -0.581199086
## [378,] 1.218928877
## [379,] -0.591704400
## [380,] -0.843355043
## [381,] 0.503126788
## [382,] 1.153416245
## [383,] 0.297569713
## [384,] 0.065291042
## [385,] -0.036086909
## [386,] 0.216383198
## [387,] -1.049864031
## [388,] -0.444236994
## [389,] 0.145508031
## [390,] -1.411450607
## [391,] -0.622912180
## [392,] -0.429930122
## [393,] -0.174089554
## [394,] -0.233697422
## [395,] -0.209840740
## [396,] -1.212359752
## [397,] 0.991456009
## [398,] -1.224173853
## [399,] 0.050967681
## [400,] 0.062529808
## [401,] -0.038747979
## [402,] -0.551349146
## [403,] 0.963087031
## [404,] -1.603139756
## [405,] 0.069578720
## [406,] 0.108643669
## [407,] -0.656848978
## [408,] -0.049897191
## [409,] 0.313618460
## [410,] -0.574822153
## [411,] -0.349811488
## [412,] 0.433244234
## [413,] -0.727675042
## [414,] -0.001264812
## [415,] -0.468630191
## [416,] 0.817037660
## [417,] -2.561826845
## [418,] 0.575868706
## [419,] -0.271586396
## [420,] 0.370882267
## [421,] 0.719159517
## [422,] 0.234771699
## [423,] -0.084034361
## [424,] 1.119090663
## [425,] -0.275490247
## [426,] 0.665498872
## [427,] -1.127571588
## [428,] 1.758447199
## [429,] -1.313239435
## [430,] -0.899869236
## [431,] 1.255711831
## [432,] -0.694714332
## [433,] -0.688265080
## [434,] -0.688265080
## [435,] 1.365809615
## [436,] 0.354349658
## [437,] -0.874328966
## [438,] -0.330306549
## [439,] -0.629315336
## [440,] 0.050967681
## [441,] 0.739530848
## [442,] 0.928097834
## [443,] 0.179924309
## [444,] 0.646003139
## [445,] 0.503126788
## [446,] -0.089417833
## [447,] -1.243254046
## [448,] -1.358771775
## [449,] -0.629315336
## [450,] 0.986844236
## [451,] 0.923670658
## [452,] -2.561826845
## [453,] -0.633210021
## [454,] 0.138075475
## [455,] 0.259653722
## [456,] 1.916822455
## [457,] 1.916822455
## [458,] -1.374170922
## [459,] 1.287536377
## [460,] -1.491165443
## [461,] 1.116325317
## [462,] 0.551877121
## [463,] -0.068920266
## [464,] -0.577321938
## [465,] -0.624294156
## [466,] -0.036086909
## [467,] -0.370525878
## [468,] 0.797933831
## [469,] -0.154184594
## [470,] -0.633210021
## [471,] 0.905215507
## [472,] 1.116325317
## [473,] -1.832888346
## [474,] -1.089342865
## [475,] 0.665498872
## [476,] 0.739530848
## [477,] 1.615322039
## [478,] 0.503126788
## [479,] 0.160417145
## [480,] -0.740894365
## [481,] -0.561832381
## [482,] -0.269067686
## [483,] 0.280281213
## [484,] 0.065291042
## [485,] 0.739530848
## [486,] 1.485114265
## [487,] 0.107095497
## [488,] 1.485114265
## [489,] -1.286087554
## [490,] -0.626804442
## [491,] 0.905215507
## [492,] 0.105832774
## [493,] 0.273888212
## [494,] 0.123312683
## [495,] -0.642380044
## [496,] 1.485114265
## [497,] 1.025552066
## [498,] -0.170114041
## [499,] -0.271586396
## [500,] -0.463653842
## [501,] -0.920399231
## [502,] 0.739530848
## [503,] 1.022953647
## [504,] -1.116069380
## [505,] -0.167548360
## [506,] -0.662023782
## [507,] 0.739530848
## [508,] -1.439984825
## [509,] -0.393588963
## [510,] 0.462560279
## [511,] -0.269067686
## [512,] -0.429930122
## [513,] 1.916822455
## [514,] -0.369152604
## [515,] 1.183054485
## [516,] -1.629416212
## [517,] 1.758447199
## [518,] 1.916822455
## [519,] 0.594577427
## [520,] 0.739530848
## [521,] 1.085541651
## [522,] -0.219114418
## [523,] 1.568190969
## [524,] -0.736949271
## [525,] 1.916822455
## [526,] 0.337959855
## [527,] -1.099149519
## [528,] -1.458873098
## [529,] 0.719159517
## [530,] -0.692185230
## [531,] 1.116325317
## [532,] -1.926538915
## [533,] -1.117575717
## [534,] -0.366658298
## [535,] -0.269067686
## [536,] 0.178326426
## [537,] -0.233697422
## [538,] -1.620502570
## [539,] -0.648932223
## [540,] 0.375841230
## [541,] 0.570327818
## [542,] -0.847365289
## [543,] -0.317293262
## [544,] -1.363354679
## [545,] 1.916822455
## [546,] 0.817037660
## [547,] 0.436550377
## [548,] -2.104175970
## [549,] -2.104175970
## [550,] -0.688265080
## [551,] -0.283538053
## [552,] 1.916822455
## [553,] 1.758447199
## [554,] 0.310521411
## [555,] -0.961326910
## [556,] 1.758447199
## [557,] -0.708013914
## [558,] 0.669274542
## [559,] -0.319797481
## [560,] -0.688265080
## [561,] 0.600196645
## [562,] 0.619172764
## [563,] -1.444727633
## [564,] 0.036723916
## [565,] -0.382115215
## [566,] -1.603139756
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## [632,] -0.730215765
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## [637,] -0.816531427
## [638,] 0.101480719
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## [640,] 0.375841230
## [641,] 1.052728914
## [642,] -2.180881830
## [643,] 1.568190969
## [644,] -2.215734952
## [645,] -0.839347498
## [646,] -1.776071852
## [647,] -1.127571588
## [648,] 0.104286444
## [649,] -0.001264812
## [650,] 0.460870488
## [651,] 0.907623152
## [652,] 0.665498872
## [653,] 0.421231995
## [654,] -0.629315336
## [655,] 0.770588409
## [656,] 1.365809615
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## [658,] 1.129674373
## [659,] -0.171526147
## [660,] 1.085541651
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## [662,] 0.220967539
## [663,] -1.101874084
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## [665,] 0.359265297
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## [668,] -0.688265080
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## [672,] 1.758447199
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## [684,] 1.916822455
## [685,] 0.825747690
## [686,] -0.479079467
## [687,] 0.503126788
## [688,] 1.916822455
## [689,] 1.916822455
## [690,] 0.739530848
## [691,] 0.163296244
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## [694,] 1.568190969
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## [705,] -1.308741740
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## [712,] 1.916822455
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## [715,] -1.548971632
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## [717,] -0.529390523
## [718,] -1.915599952
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## [720,] -1.274452968
## [721,] 0.503126788
## [722,] -0.066284589
## [723,] 0.506750530
## [724,] -0.369152604
## [725,] -0.384607394
## [726,] -0.167548360
## [727,] -1.926538915
## [728,] -0.433788668
## [729,] 1.052728914
## [730,] 0.438373391
## [731,] 0.739530848
## [732,] 1.085541651
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## [734,] -1.832888346
## [735,] -0.382115215
## [736,] 0.178326426
## [737,] -0.291213459
## [738,] 0.503126788
## [739,] -0.070370638
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## [741,] 0.526457128
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## [743,] -0.388471248
## [744,] -0.947609778
## [745,] -1.416133979
## [746,] -0.587824115
## [747,] 0.506750530
## [748,] -0.271586396
## [749,] 1.218928877
## [750,] 0.313618460
## [751,] -0.546223194
## [752,] -0.583700058
## [753,] -1.041649215
## [754,] -0.897258772
## [755,] 0.197996222
## [756,] 0.851722744
## [757,] 1.568190969
## [758,] 0.594577427
## [759,] -0.789935033
## [760,] 1.255711831
## [761,] 0.089734832
## [762,] 0.318430618
## [763,] 0.254982253
## [764,] -0.282153512
## [765,] 0.503126788
## [766,] -0.639865869
## [767,] -0.369152604
## [768,] -0.688265080
## [769,] -0.852795315
## [770,] -1.499471884
## [771,] -0.539860684
## [772,] 1.485114265
## [773,] -1.537245379
## [774,] 1.916822455
## [775,] -0.233697422
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## [777,] -0.779180424
## [778,] 1.365809615
## [779,] 0.623046293
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## [781,] 0.715269858
## [782,] 0.110192861
## [783,] -0.271586396
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## [785,] 0.370882267
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## [791,] 1.442028635
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## [798,] -0.957231961
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## [800,] 0.416150550
## [801,] 0.234771699
## [802,] 0.907623152
## [803,] 0.273888212
## [804,] 1.210608960
## [805,] -0.750323791
## [806,] 0.278603959
## [807,] 1.485114265
## [808,] -0.384607394
## [809,] 0.460870488
## [810,] -1.474957014
## [811,] -0.347178388
## [812,] 1.758447199
## [813,] -2.561826845
## [814,] -1.322256755
## [815,] -0.529390523
## [816,] 0.299263158
## [817,] 1.758447199
## [818,] -0.406537020
## [819,] 0.743477943
## [820,] -0.629315336
## [821,] -0.675134426
## [822,] 0.236412949
## [823,] -0.019392339
## [824,] 1.485114265
## [825,] -0.517805989
## [826,] -0.174089554
## [827,] 0.238185909
## [828,] -0.005439410
## [829,] -0.468630191
## [830,] -0.971118973
## [831,] -0.740894365
## [832,] -1.537245379
## [833,] -0.516434169
## [834,] -1.691681340
## [835,] 1.442028635
## [836,] -1.668184318
## [837,] 0.178326426
## [838,] 0.905215507
## [839,] 0.905215507
## [840,] 0.012778066
## [841,] -0.675134426
## [842,] -0.626804442
## [843,] 0.963087031
## [844,] -0.481568124
## [845,] -0.416990668
## [846,] 0.739530848
## [847,] 0.521070194
## [848,] -0.998461796
## [849,] 0.739530848
## [850,] 0.066812753
## [851,] -0.513942989
## [852,] 0.817037660
## [853,] -0.825929803
## [854,] 0.508459328
## [855,] 0.089734832
## [856,] 1.183054485
## [857,] -0.070370638
## [858,] -1.037484376
## [859,] -0.369152604
## [860,] -2.561826845
## [861,] -0.481568124
## [862,] 1.615322039
## [863,] -0.375512984
## [864,] -0.220512591
## [865,] -0.209840740
## [866,] 1.116325317
## [867,] 0.118928055
## [868,] -0.866274033
## [869,] 0.508459328
## [870,] 0.142496984
## [871,] -0.468630191
## [872,] -0.487916318
## [873,] 0.575868706
## [874,] -0.174089554
## [875,] 0.178326426
## [876,] -1.474957014
## [877,] 0.503126788
## [878,] -0.516434169
## [879,] 0.646003139
## [880,] -0.486545801
## [881,] 1.916822455
## [882,] 1.916822455
## [883,] 0.640231770
## [884,] -0.330306549
## [885,] 0.594577427
## [886,] -0.785961647
## [887,] 0.318599161
## [888,] 0.193461505
## [889,] 0.506563910
## [890,] 0.526457128
## [891,] 1.153416245
## [892,] 1.615322039
## [893,] -1.215576812
## [894,] -0.301754489
## [895,] 0.646003139
## [896,] 0.250321538
## [897,] -1.301076020
## [898,] 0.739530848
## [899,] 0.337959855
## [900,] 0.164883164
## [901,] 0.600196645
## [902,] -0.093475957
## [903,] -0.317293262
## [904,] 1.326137913
## [905,] -0.209840740
## [906,] -0.286051902
## [907,] 0.182829258
## [908,] 1.568190969
## [909,] 0.464227379
## [910,] -2.561826845
## [911,] -0.271586396
## [912,] 0.012778066
## [913,] 1.758447199
## [914,] 0.646003139
## [915,] 0.175427504
## [916,] -1.474957014
## [917,] -1.668184318
## [918,] -1.061183469
## [919,] 0.665498872
## [920,] 0.118928055
## [921,] 1.758447199
## [922,] 0.600196645
## [923,] 1.916822455
## [924,] 0.357518293
## [925,] 1.326137913
## [926,] 0.986844236
## [927,] -0.688265080
## [928,] -0.209840740
## [929,] -0.429930122
## [930,] 0.370882267
## [931,] -1.174785866
## [932,] 0.739530848
## [933,] 0.768566374
## [934,] 0.991456009
## [935,] 0.038080464
## [936,] 0.124871668
## [937,] 1.916822455
## [938,] 1.916822455
## [939,] 0.671357146
## [940,] -0.637106214
## [941,] -1.416133979
## [942,] 1.916822455
## [943,] 0.105832774
## [944,] 0.068055322
## [945,] 1.916822455
## [946,] 0.438373391
## [947,] -0.828508227
## [948,] -0.877069755
## [949,] -0.070370638
## [950,] 0.105832774
## [951,] -0.427441626
## [952,] 0.665498872
## [953,] 0.991456009
## [954,] 0.665498872
## [955,] 0.905215507
## [956,] 0.646003139
## [957,] -0.871730411
## [958,] 0.216383198
## [959,] -0.893213364
## [960,] -0.789935033mirt::itemfit(DGS_IRT_4)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_1 141.443 58 0.039 0.000
## 2 DGS_21 59.760 39 0.024 0.018
## 3 DGS_44 66.612 42 0.025 0.009
## 4 DGS_65 51.059 45 0.012 0.248mirt::personfit(DGS_IRT_4)## outfit z.outfit infit z.infit Zh
## 1 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 2 1.17833901 0.4767193853 1.49655297 0.79803873 -0.223453775
## 3 1.28797203 0.6234422823 1.22851175 0.54361895 -0.775152538
## 4 1.46627731 0.8454473415 1.47764107 0.85235480 -0.449464149
## 5 2.24913118 1.6138000774 1.76102662 1.15413331 -1.848763585
## 6 0.89492767 0.0528398661 1.09331329 0.35772010 0.729814899
## 7 0.43181714 -0.7495144167 0.58730854 -0.44035572 0.561433589
## 8 0.98336134 0.1924773893 0.96419085 0.16289502 -0.261259032
## 9 0.25054843 -1.4406456430 0.21174864 -1.59125346 0.725404103
## 10 0.20955346 -1.5802303672 0.22309953 -1.53556132 0.698350546
## 11 0.62591331 -0.3208963668 0.72927423 -0.15256456 0.563098879
## 12 0.23708206 -1.5081339378 0.23533395 -1.52830891 0.539409024
## 13 1.50875153 0.8801165608 1.72603952 1.11543615 -0.086999729
## 14 0.47110716 -0.7683171019 0.58587267 -0.50854762 1.311865273
## 15 0.33814245 -1.1186401714 0.30776471 -1.24471388 0.606796843
## 16 0.23400335 -1.0415841260 0.16455299 -1.09072702 1.028903872
## 17 0.55905926 -0.3922971426 0.39094040 -0.64348242 0.522157392
## 18 0.62572553 -0.3845413274 0.69460169 -0.27513336 0.507232947
## 19 1.14694252 0.4403047480 1.64413846 0.93631164 0.041382912
## 20 0.31571120 -1.2508628409 0.44083474 -0.75663221 0.671923712
## 21 0.46906486 -0.4571541893 0.57375388 -0.26137866 1.061243630
## 22 0.85285845 -0.0235448015 0.99238597 0.20668096 0.111686990
## 23 0.69843178 -0.3064774876 0.63131582 -0.42902687 0.555930762
## 24 0.61167352 -0.4334842178 0.70641173 -0.26665047 0.271689481
## 25 0.54979779 -0.5497150827 0.38195519 -0.99139834 -0.056885575
## 26 0.91348074 0.1034810388 1.07797403 0.35569048 0.158773082
## 27 0.69579592 -0.2877128020 0.77197851 -0.14784742 0.480494709
## 28 0.45619824 -0.8422541172 0.34284440 -1.15766932 0.510371613
## 29 1.25200500 0.5707375374 1.30349302 0.63683312 0.040648206
## 30 2.06669074 1.4292007203 2.68873990 1.97447600 -0.968935112
## 31 1.01953785 0.2962707145 1.28366677 0.58931523 0.362704444
## 32 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 33 1.04464234 0.2880443464 1.19535064 0.49790882 -0.380931325
## 34 0.06888115 -2.3528635354 0.07942638 -2.32821653 1.136390029
## 35 0.31954571 -1.1979602685 0.39341558 -0.97657986 1.130791757
## 36 0.60011142 -0.5149559404 0.71577768 -0.22201659 0.724642658
## 37 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
## 38 0.07568873 -2.3400113370 0.10959154 -2.13683018 1.088839706
## 39 0.66083203 -0.3574861059 0.71327008 -0.25546380 0.482812069
## 40 0.36935472 -1.0765963856 0.39441507 -0.98530004 0.410372525
## 41 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 42 0.15029845 -1.9215283974 0.11397855 -2.13998814 0.514587029
## 43 0.94880700 0.1427525719 1.08386504 0.34472039 0.538681568
## 44 1.01144196 0.2359177059 1.20933198 0.51789375 0.499727840
## 45 0.42326602 -0.9057704736 0.48048840 -0.76947831 0.552529001
## 46 0.65111018 -0.4004027457 0.62828962 -0.43956657 0.941848627
## 47 1.13591292 0.4269512577 1.04417591 0.32097414 -0.681375249
## 48 4.40531912 2.8057071456 5.06807965 3.16826234 -4.650917577
## 49 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 50 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 51 0.97900629 0.1835195733 1.21829688 0.52941336 -0.041510976
## 52 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 53 0.20163772 -1.3246904794 0.12465838 -1.59264258 1.294549809
## 54 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 55 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
## 56 0.43478945 -0.8958233832 0.42204955 -0.91123380 0.538341218
## 57 0.59479649 -0.4928030669 0.66710685 -0.34400466 0.166587694
## 58 0.65253366 -0.3967524990 0.85440696 -0.01609101 0.950709781
## 59 1.78963871 1.2125873060 1.82849268 1.19368543 -0.978447157
## 60 0.45477754 -0.8503173505 0.47340768 -0.79336284 0.463535165
## 61 0.42326602 -0.9057704736 0.48048840 -0.76947831 0.552529001
## 62 0.26628025 -1.4326941823 0.23178869 -1.54995812 0.932147508
## 63 0.24614039 -1.4325347686 0.33489224 -1.14371880 1.317213799
## 64 1.04143957 0.3010705670 1.30892684 0.63155031 0.102836274
## 65 1.20099232 0.5074815080 1.34699435 0.69648223 -0.477270591
## 66 0.83424710 -0.0366947674 0.95310305 0.15218072 0.443824154
## 67 0.24614039 -1.4325347686 0.33489224 -1.14371880 1.317213799
## 68 0.26047070 -1.0156518762 0.16109119 -1.16604598 0.922189158
## 69 0.57629490 -0.3768374800 0.32968610 -0.85178953 0.129840648
## 70 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 71 0.05486297 -2.5355770302 0.05134149 -2.58988316 1.554758296
## 72 0.08116529 -2.3103112192 0.07199607 -2.39412687 1.308166528
## 73 0.26047070 -1.0156518762 0.16109119 -1.16604598 0.922189158
## 74 0.72322041 -0.2562307218 0.87032419 0.02697290 0.258628428
## 75 0.66556028 -0.2152044195 1.00305913 0.28484042 0.780899868
## 76 0.45619824 -0.8422541172 0.34284440 -1.15766932 0.510371613
## 77 0.51865488 -0.7008904682 0.71529376 -0.22012987 0.090348432
## 78 1.06695349 0.3359440531 1.71889637 1.05902424 -0.039166918
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## 159 0.47633975 -0.7751788392 0.51614817 -0.66962730 1.251219515
## 160 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
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## 178 0.85553704 0.0239351771 0.83772878 -0.01783207 0.571995908
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## 185 0.20391324 -1.6855153333 0.22465651 -1.57920157 0.968822839
## 186 1.13442715 0.4158433354 1.39656258 0.75364708 0.180706638
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## 188 0.33663667 -1.1841673453 0.33512388 -1.16503557 0.258706579
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## 195 0.33663667 -1.1841673453 0.33512388 -1.16503557 0.258706579
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## 197 2.81374117 2.0647063018 2.47463257 1.82002894 -1.891569272
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## 206 0.37691725 -1.0616496370 0.40107715 -0.98549295 0.923269624
## 207 0.44850389 -0.8616672584 0.60388038 -0.48113604 1.236997891
## 208 0.20163772 -1.3246904794 0.12465838 -1.59264258 1.294549809
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## 210 0.33656970 -0.9162044354 0.37276188 -0.80208733 0.968891512
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## 215 1.62457598 1.0046039626 1.83970999 1.23121448 -0.942491592
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## 227 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 228 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
## 229 2.04865836 1.4239250938 2.39689806 1.73642586 -1.093296339
## 230 0.33430613 -1.0680932749 0.47622586 -0.73124615 0.928866547
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## 234 0.24930350 -1.4664549310 0.25767626 -1.41777986 0.922000208
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## 236 0.22860469 -1.2822098219 0.34302354 -0.94879357 1.004718978
## 237 0.81427304 -0.0803722044 1.03536575 0.27648736 0.523792717
## 238 1.01144196 0.2359177059 1.20933198 0.51789375 0.499727840
## 239 1.07007040 0.3234597182 1.06514724 0.31755456 -0.228160714
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## 241 0.22551743 -1.3760013694 0.22506978 -1.43059242 0.789628555
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## 243 3.45783663 2.5444396322 3.36153468 2.46490106 -3.427002246
## 244 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 245 1.57040062 0.9593945781 2.12295923 1.52339348 -1.104068499
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## 269 0.23400335 -1.0415841260 0.16455299 -1.09072702 1.028903872
## 270 1.62457598 1.0046039626 1.83970999 1.23121448 -0.942491592
## 271 1.10226205 0.3793950017 1.28154026 0.60015826 0.482569423
## 272 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
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## 284 0.86929223 0.0515509154 0.87661148 0.05070790 0.716733352
## 285 1.01820660 0.2520421305 1.04734290 0.29310963 0.113292051
## 286 0.79586090 -0.1151445621 0.74833833 -0.18441143 0.477625855
## 287 0.90085337 0.0722525034 1.21747585 0.52688073 0.758634297
## 288 2.21372100 1.5899934131 2.49567995 1.82440822 -1.548577023
## 289 0.64791606 -0.4087759869 0.58786883 -0.52251119 -0.164523652
## 290 1.41881667 0.7791372503 1.69382346 1.09404797 -0.730571807
## 291 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 292 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
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## 295 1.43687754 0.7550825935 0.72787062 -0.12045353 -0.988002529
## 296 0.55905926 -0.3922971426 0.39094040 -0.64348242 0.522157392
## 297 0.22860469 -1.2822098219 0.34302354 -0.94879357 1.004718978
## 298 1.26422428 0.5871278353 1.47572010 0.84260816 -0.680954979
## 299 0.05486297 -2.5355770302 0.05134149 -2.58988316 1.554758296
## 300 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 301 0.26047070 -1.0156518762 0.16109119 -1.16604598 0.922189158
## 302 0.91274513 0.0799391114 0.89826995 0.06157239 0.580710152
## 303 0.65473311 -0.2225843900 0.61265587 -0.22712555 0.768494031
## 304 0.33814245 -1.1186401714 0.30776471 -1.24471388 0.606796843
## 305 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 306 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 307 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 308 0.27996258 -1.1118548531 0.26005872 -1.19270880 0.991874553
## 309 0.62557391 -0.2632646075 0.54537745 -0.32107087 0.562693042
## 310 1.27042942 0.5971554491 1.37834796 0.73449759 -0.374807055
## 311 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 312 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 313 0.38530016 -1.0253028545 0.37149942 -1.06845335 0.921071619
## 314 0.79577933 -0.1103391658 0.90278775 0.07492667 0.250227485
## 315 0.83424710 -0.0366947674 0.95310305 0.15218072 0.443824154
## 316 0.29156416 -1.3310037958 0.25373446 -1.46365753 0.910094714
## 317 0.22860469 -1.2822098219 0.34302354 -0.94879357 1.004718978
## 318 3.07992356 2.3241218721 3.54819541 2.62341005 -3.449914080
## 319 1.14505494 0.4300302602 1.39008960 0.74397805 -0.080719774
## 320 0.42326602 -0.9057704736 0.48048840 -0.76947831 0.552529001
## 321 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
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## 323 0.33430613 -1.0680932749 0.47622586 -0.73124615 0.928866547
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## 328 0.94840285 0.1523217918 1.24277609 0.55963702 0.271945744
## 329 0.71431337 -0.2644630168 0.62756987 -0.42758739 0.340345457
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## 334 0.59479649 -0.4928030669 0.66710685 -0.34400466 0.166587694
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## 341 2.84232256 2.1533197846 3.37469565 2.36997120 -2.321547994
## 342 2.77137067 2.0271367178 2.07399252 1.45410548 -2.776463142
## 343 0.89809201 0.0528591920 1.11105644 0.38220776 -0.309551493
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## 345 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
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## 353 0.66556028 -0.2152044195 1.00305913 0.28484042 0.780899868
## 354 0.19153194 -1.7067055080 0.11192719 -2.08056682 1.218588464
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## 358 0.47633975 -0.7751788392 0.51614817 -0.66962730 1.251219515
## 359 0.27643426 -1.3383568364 0.23730740 -1.50946228 0.545948674
## 360 0.91828264 0.0971951168 0.96201649 0.16535182 0.089551224
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## 363 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
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## 365 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
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## 368 0.33430613 -1.0680932749 0.47622586 -0.73124615 0.928866547
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## 371 0.32529109 -1.2300396531 0.25937733 -1.29085163 1.312857894
## 372 0.25119525 -1.4081712676 0.37227863 -1.04428989 1.112500026
## 373 1.29055439 0.6207995296 1.27164556 0.59700508 -0.495618604
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## 375 0.15029845 -1.9215283974 0.11397855 -2.13998814 0.514587029
## 376 0.18127571 -1.7880175188 0.21081693 -1.62068962 1.625594271
## 377 0.24930350 -1.4664549310 0.25767626 -1.41777986 0.922000208
## 378 0.55368104 -0.3832448960 0.69954949 -0.07560549 0.447592119
## 379 0.47633975 -0.7751788392 0.51614817 -0.66962730 1.251219515
## 380 0.12469916 -1.9966460035 0.15265079 -1.85953734 1.222275531
## 381 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 382 3.34171178 2.1053935997 6.07388298 3.09949362 -2.460757995
## 383 0.35746490 -0.9785016806 0.23551210 -1.41872557 1.034648825
## 384 0.33814245 -1.1186401714 0.30776471 -1.24471388 0.606796843
## 385 0.73498665 -0.2197114644 0.70005852 -0.29181534 0.253738793
## 386 0.59528886 -0.4454793402 0.63118713 -0.39791298 0.876194589
## 387 0.42948893 -0.8762006071 0.55635414 -0.56908410 1.202105684
## 388 1.31578573 0.6586946168 1.43902872 0.80611022 0.083008059
## 389 1.43510334 0.7866740806 1.45254977 0.81511550 -0.869324722
## 390 0.50462441 -0.7354064187 0.66732298 -0.31738643 0.572408688
## 391 0.63629996 -0.4123989265 0.71361361 -0.25643229 0.529095113
## 392 0.18127571 -1.7880175188 0.21081693 -1.62068962 1.625594271
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## 394 0.65111018 -0.4004027457 0.62828962 -0.43956657 0.941848627
## 395 0.60901926 -0.4873466693 0.48858472 -0.75555854 -0.040228335
## 396 1.18344450 0.4827804178 1.51196746 0.88115435 0.107354483
## 397 0.66556028 -0.2152044195 1.00305913 0.28484042 0.780899868
## 398 0.30224177 -1.2888933308 0.28463148 -1.29241619 1.131493837
## 399 0.07568873 -2.3400113370 0.10959154 -2.13683018 1.088839706
## 400 1.25191891 0.5703680470 0.84712912 -0.02146062 -0.790689751
## 401 0.42326602 -0.9057704736 0.48048840 -0.76947831 0.552529001
## 402 1.54519679 0.9317085590 1.68328569 1.07742099 -0.770728882
## 403 1.25161323 0.5582610861 1.19582575 0.49918212 -0.381545280
## 404 0.31571120 -1.2508628409 0.44083474 -0.75663221 0.671923712
## 405 0.25119525 -1.4081712676 0.37227863 -1.04428989 1.112500026
## 406 0.32766743 -1.1355244288 0.24886577 -1.44132997 0.719308617
## 407 1.14505494 0.4300302602 1.39008960 0.74397805 -0.080719774
## 408 0.64261635 -0.4002824733 0.48126932 -0.76846825 0.498573395
## 409 0.35600294 -0.9767770109 0.36177818 -1.00281327 0.826781774
## 410 0.39746152 -0.9858505888 0.35029111 -1.10907111 0.855704419
## 411 1.42360102 0.7948711996 1.30325333 0.64044884 -0.313703228
## 412 0.78420142 -0.0696095790 0.68163793 -0.25855098 0.132287600
## 413 0.36028274 -1.0671345385 0.34534561 -1.11475222 0.341305546
## 414 0.02047936 -3.0403781499 0.02463916 -3.00419076 1.033926382
## 415 0.33663667 -1.1841673453 0.33512388 -1.16503557 0.258706579
## 416 0.65661865 -0.2410920756 1.05573346 0.33635262 0.448907247
## 417 0.64051953 -0.0390300423 0.90825652 0.22830408 0.924855330
## 418 0.27996258 -1.1118548531 0.26005872 -1.19270880 0.991874553
## 419 0.36222795 -1.1148586000 0.36629183 -1.08444665 1.006680133
## 420 0.55803879 -0.4848669949 0.34119593 -1.03902824 0.351279476
## 421 0.33998854 -0.9110844400 0.38787122 -0.77525544 1.136190682
## 422 0.33430613 -1.0680932749 0.47622586 -0.73124615 0.928866547
## 423 1.07989616 0.3377453519 1.12205470 0.39762650 -0.244647364
## 424 1.08532253 0.3714531608 1.68706384 0.94533248 0.044499276
## 425 0.78479804 -0.1438552260 0.74169440 -0.21570029 0.409399291
## 426 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
## 427 0.79577933 -0.1103391658 0.90278775 0.07492667 0.250227485
## 428 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 429 0.63046946 -0.4440885821 0.57516282 -0.51363579 0.686453144
## 430 1.34995155 0.6921489454 1.44327523 0.80544483 -1.075698565
## 431 2.29069005 1.4332825188 4.09962670 2.28678251 -1.216458933
## 432 0.46625790 -0.7855241250 0.43075014 -0.87557845 0.144567152
## 433 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 434 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 435 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
## 436 0.22551743 -1.3760013694 0.22506978 -1.43059242 0.789628555
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## 438 0.58564048 -0.5417364377 0.58194295 -0.53568398 1.058952251
## 439 0.25792477 -1.4230498137 0.27146934 -1.36341264 1.107217331
## 440 0.07568873 -2.3400113370 0.10959154 -2.13683018 1.088839706
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## 443 0.88463372 0.0588706312 1.22791645 0.53954237 -0.028717618
## 444 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 445 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
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## 448 0.27940602 -1.3944270459 0.34619742 -1.07479065 0.605459944
## 449 0.25792477 -1.4230498137 0.27146934 -1.36341264 1.107217331
## 450 0.68387207 -0.1855115065 0.54136420 -0.37775325 0.109226127
## 451 1.58031511 0.8896036778 0.76050207 -0.03961469 -0.882746543
## 452 0.64051953 -0.0390300423 0.90825652 0.22830408 0.924855330
## 453 0.89815602 0.0621426536 1.04174132 0.28406374 0.325435707
## 454 0.64334587 -0.3667154571 0.61739076 -0.43894864 0.018331512
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## 456 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 457 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
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## 459 0.98128121 0.2538476781 1.28881654 0.59438424 0.182670717
## 460 0.44166116 -0.8954339000 0.40125215 -0.88937078 1.072748478
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## 463 1.61451061 1.0068946670 1.80963617 1.21786744 -1.120296042
## 464 0.33980671 -1.1557754135 0.46600473 -0.79157279 1.026739669
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## 466 0.73498665 -0.2197114644 0.70005852 -0.29181534 0.253738793
## 467 1.79756937 1.2160035862 2.16129985 1.55528108 -1.373289356
## 468 1.20351483 0.5049980141 1.09659015 0.38388919 -0.687946356
## 469 0.29156416 -1.3310037958 0.25373446 -1.46365753 0.910094714
## 470 0.89815602 0.0621426536 1.04174132 0.28406374 0.325435707
## 471 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 472 0.65473311 -0.2225843900 0.61265587 -0.22712555 0.768494031
## 473 0.79375034 -0.0893244374 0.90325660 0.12667884 0.685120962
## 474 1.69327789 1.0856658698 1.80458141 1.19462117 -0.908375326
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## 482 0.08369668 -2.3909066716 0.06171083 -2.55153107 0.990845296
## 483 3.73553978 2.5600504596 4.39942078 2.99819138 -4.402514893
## 484 0.33814245 -1.1186401714 0.30776471 -1.24471388 0.606796843
## 485 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 486 0.80214954 0.0507733551 1.19647593 0.51448569 0.227048273
## 487 1.54850890 0.9167958543 1.72208959 1.11412010 -0.622662053
## 488 0.80214954 0.0507733551 1.19647593 0.51448569 0.227048273
## 489 0.72322041 -0.2562307218 0.87032419 0.02697290 0.258628428
## 490 0.24425195 -1.4754338620 0.18991861 -1.69065293 0.521917236
## 491 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 492 0.74802903 -0.1774622794 0.82325314 -0.05889758 0.734157512
## 493 0.83765721 -0.0046797740 1.04878911 0.29986027 0.594113713
## 494 0.06888115 -2.3528635354 0.07942638 -2.32821653 1.136390029
## 495 0.34361040 -1.1316889857 0.31117734 -1.22688884 0.542416808
## 496 0.80214954 0.0507733551 1.19647593 0.51448569 0.227048273
## 497 1.83451973 1.1100291948 3.05729408 1.87428264 -0.847189579
## 498 0.32492114 -1.2216330015 0.38096260 -1.04294300 1.426562981
## 499 0.36222795 -1.1148586000 0.36629183 -1.08444665 1.006680133
## 500 2.78282674 2.0898878457 2.54338783 1.87675929 -2.610950908
## 501 0.93376223 0.1250335668 0.89413627 0.05989822 0.571344425
## 502 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
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## 505 0.45619824 -0.8422541172 0.34284440 -1.15766932 0.510371613
## 506 0.88805577 0.0470739004 0.81376560 -0.07565955 0.110027489
## 507 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 508 2.46129024 1.8468960970 2.76939286 1.97852531 -1.960825034
## 509 2.91847574 2.2018421911 2.88400177 2.14844746 -2.518868875
## 510 1.56401684 0.8964091649 2.08394270 1.38635720 -0.177296326
## 511 0.08369668 -2.3909066716 0.06171083 -2.55153107 0.990845296
## 512 0.18127571 -1.7880175188 0.21081693 -1.62068962 1.625594271
## 513 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
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## 515 0.62557391 -0.2632646075 0.54537745 -0.32107087 0.562693042
## 516 2.04360330 1.4504694629 2.40357218 1.64769168 -0.727739822
## 517 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 518 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 519 0.23320779 -1.2590898181 0.29879388 -1.06343400 0.816965272
## 520 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
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## 522 0.65253366 -0.3967524990 0.85440696 -0.01609101 0.950709781
## 523 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 524 0.47110716 -0.7683171019 0.58587267 -0.50854762 1.311865273
## 525 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 526 0.86929223 0.0515509154 0.87661148 0.05070790 0.716733352
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## 528 0.60011142 -0.5149559404 0.71577768 -0.22201659 0.724642658
## 529 0.33998854 -0.9110844400 0.38787122 -0.77525544 1.136190682
## 530 0.31954571 -1.1979602685 0.39341558 -0.97657986 1.130791757
## 531 0.65473311 -0.2225843900 0.61265587 -0.22712555 0.768494031
## 532 0.91045295 0.1118230923 1.03073254 0.30297884 0.609101979
## 533 0.31797640 -1.2119801143 0.25860107 -1.39400257 0.792973556
## 534 0.88193700 0.0258110705 0.78947171 -0.12646862 0.350827902
## 535 0.08369668 -2.3909066716 0.06171083 -2.55153107 0.990845296
## 536 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 537 0.65111018 -0.4004027457 0.62828962 -0.43956657 0.941848627
## 538 0.35540366 -1.1200995462 0.30929465 -1.10308772 1.323841053
## 539 2.17347856 1.5544879298 2.06500765 1.45148132 -1.345326005
## 540 0.38170511 -0.8863981074 0.56108652 -0.50420549 0.847624131
## 541 0.22860469 -1.2822098219 0.34302354 -0.94879357 1.004718978
## 542 1.19329422 0.4946204517 1.61486127 0.99849962 0.107656323
## 543 0.16951395 -1.8550556775 0.20065457 -1.67670207 1.078194472
## 544 1.71370451 1.1296124118 2.30969669 1.63624250 -1.306801574
## 545 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 546 0.65661865 -0.2410920756 1.05573346 0.33635262 0.448907247
## 547 1.02240391 0.2765947222 1.39511979 0.72849346 -0.088867304
## 548 0.58799737 -0.3577277259 0.66091958 -0.17810049 1.069586981
## 549 0.58799737 -0.3577277259 0.66091958 -0.17810049 1.069586981
## 550 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 551 1.92022736 1.3418541994 2.16492828 1.56265610 -1.427325922
## 552 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 553 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 554 0.55219114 -0.5112168169 0.36619875 -0.99153731 0.193063724
## 555 0.20955346 -1.5802303672 0.22309953 -1.53556132 0.698350546
## 556 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 557 2.24913118 1.6138000774 1.76102662 1.15413331 -1.848763585
## 558 1.34213542 0.6581234449 1.19339761 0.49325274 -0.283108373
## 559 0.66528237 -0.3733539281 0.79990372 -0.10913914 0.564956930
## 560 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 561 1.26135466 0.5707324529 1.99344370 1.27673823 0.002456936
## 562 1.58535937 0.9060313828 2.48968769 1.65386522 -0.911300396
## 563 1.78963871 1.2125873060 1.82849268 1.19368543 -0.978447157
## 564 0.60936783 -0.4542958043 0.60010992 -0.48817281 1.040962938
## 565 0.12186433 -2.1188338230 0.11686494 -2.11038324 1.508575763
## 566 0.31571120 -1.2508628409 0.44083474 -0.75663221 0.671923712
## 567 1.47875316 0.8441662828 1.53160134 0.90686914 -0.507319678
## 568 0.33814245 -1.1186401714 0.30776471 -1.24471388 0.606796843
## 569 0.12186433 -2.1188338230 0.11686494 -2.11038324 1.508575763
## 570 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 571 1.10226205 0.3793950017 1.28154026 0.60015826 0.482569423
## 572 0.18127571 -1.7880175188 0.21081693 -1.62068962 1.625594271
## 573 1.36581973 0.7139515553 1.07909632 0.33688471 -0.804095552
## 574 0.09201812 -2.2920278028 0.11160780 -2.12307962 1.374710203
## 575 0.36222795 -1.1148586000 0.36629183 -1.08444665 1.006680133
## 576 0.78589243 -0.0567811072 0.52399414 -0.53930754 0.136087858
## 577 4.88251516 3.3578786479 4.13819286 2.97598580 -4.277298366
## 578 0.41701584 -0.9413864355 0.44397032 -0.82596836 0.807321148
## 579 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 580 0.35600294 -0.9767770109 0.36177818 -1.00281327 0.826781774
## 581 0.66556028 -0.2152044195 1.00305913 0.28484042 0.780899868
## 582 0.23708206 -1.5081339378 0.23533395 -1.52830891 0.539409024
## 583 0.18127571 -1.7880175188 0.21081693 -1.62068962 1.625594271
## 584 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 585 0.12186433 -2.1188338230 0.11686494 -2.11038324 1.508575763
## 586 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 587 1.19495243 0.4967818563 1.02754234 0.26429378 -0.244777909
## 588 1.45865144 0.8117513369 1.76165487 1.14806286 -0.088488431
## 589 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 590 0.05474736 -2.6352512013 0.05616045 -2.57661101 1.225132383
## 591 2.52628583 1.7016834577 2.90473950 1.99226639 -1.851493239
## 592 0.33818925 -1.1887166722 0.31915552 -1.23216659 0.483424988
## 593 1.38719586 0.7315312649 1.82314924 1.21267310 -0.100555049
## 594 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 595 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 596 0.58564048 -0.5417364377 0.58194295 -0.53568398 1.058952251
## 597 0.63886600 -0.3976028342 0.97215360 0.17777035 0.570081159
## 598 0.83765721 -0.0046797740 1.04878911 0.29986027 0.594113713
## 599 0.28485073 -1.2999938708 0.36174676 -1.06111314 1.352187254
## 600 0.86123406 -0.0058053492 1.12320492 0.39961295 0.294963232
## 601 0.28539840 -1.3329503300 0.34545939 -1.14470936 1.402070995
## 602 0.35600294 -0.9767770109 0.36177818 -1.00281327 0.826781774
## 603 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
## 604 0.22860469 -1.2822098219 0.34302354 -0.94879357 1.004718978
## 605 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
## 606 0.38530016 -1.0253028545 0.37149942 -1.06845335 0.921071619
## 607 0.80260781 -0.0323707482 0.72605886 -0.16664086 0.549758958
## 608 1.43811047 0.8122348203 1.35236018 0.70198542 -0.258856883
## 609 2.29069005 1.4332825188 4.09962670 2.28678251 -1.216458933
## 610 0.37691725 -1.0616496370 0.40107715 -0.98549295 0.923269624
## 611 2.29069005 1.4332825188 4.09962670 2.28678251 -1.216458933
## 612 0.16469873 -1.8845948418 0.18617458 -1.65003612 0.937437212
## 613 0.45852696 -0.8468280936 0.62649465 -0.37591541 0.784002731
## 614 2.52628583 1.7016834577 2.90473950 1.99226639 -1.851493239
## 615 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 616 1.82914220 1.2308613539 2.05918629 1.43733030 -1.053773033
## 617 0.25792477 -1.4230498137 0.27146934 -1.36341264 1.107217331
## 618 0.89492767 0.0528398661 1.09331329 0.35772010 0.729814899
## 619 0.05474736 -2.6352512013 0.05616045 -2.57661101 1.225132383
## 620 1.45865144 0.8117513369 1.76165487 1.14806286 -0.088488431
## 621 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 622 0.43181714 -0.7495144167 0.58730854 -0.44035572 0.561433589
## 623 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
## 624 0.90420564 0.1007897360 1.02262048 0.29208012 0.255177514
## 625 0.99821661 0.2210647079 0.91687530 0.13398496 0.509344802
## 626 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 627 0.81168980 -0.0808154464 1.06840895 0.32364272 0.765012153
## 628 5.66666810 3.7054811921 4.72022738 3.25569824 -6.617273041
## 629 0.13523311 -2.0529580823 0.17975113 -1.63740792 1.121892114
## 630 0.71509267 -0.1945871597 0.82895435 -0.02195133 0.419872099
## 631 0.26380859 -1.3990011120 0.23814170 -1.48699059 1.389114595
## 632 0.63801438 -0.3988011352 0.68278352 -0.31234236 0.706729190
## 633 0.07039081 -2.3796724265 0.08572512 -2.27688508 1.515108688
## 634 0.69579592 -0.2877128020 0.77197851 -0.14784742 0.480494709
## 635 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 636 0.60759068 -0.3856571978 0.50872606 -0.61527601 0.563337670
## 637 1.89735237 1.2828202375 2.00286792 1.38943068 -1.433278063
## 638 0.84196675 -0.0175601337 0.73951726 -0.20706569 0.229087521
## 639 0.85398138 0.1143153281 1.11965941 0.42679372 0.105290316
## 640 0.38170511 -0.8863981074 0.56108652 -0.50420549 0.847624131
## 641 1.67535859 0.9713164925 2.00081749 1.19567839 -0.839427189
## 642 0.60142511 -0.2970795442 0.72194466 -0.06898503 0.170371294
## 643 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 644 1.15089344 0.4508914891 1.56959704 0.84778190 -0.078246473
## 645 0.24614039 -1.4325347686 0.33489224 -1.14371880 1.317213799
## 646 0.60736900 -0.4487261007 0.49631636 -0.57431017 0.767069143
## 647 0.79577933 -0.1103391658 0.90278775 0.07492667 0.250227485
## 648 0.34028528 -1.0987066845 0.52246178 -0.65072219 0.746474426
## 649 0.02047936 -3.0403781499 0.02463916 -3.00419076 1.033926382
## 650 1.06695349 0.3359440531 1.71889637 1.05902424 -0.039166918
## 651 1.17833901 0.4767193853 1.49655297 0.79803873 -0.223453775
## 652 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
## 653 0.46836086 -0.6636427285 0.43243694 -0.77814799 0.543759505
## 654 0.25792477 -1.4230498137 0.27146934 -1.36341264 1.107217331
## 655 2.01539973 1.2731350314 2.03203884 1.27115116 -0.796786994
## 656 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
## 657 0.68391089 -0.2792879386 0.63506610 -0.39422426 0.121141828
## 658 5.29342564 3.0327107277 3.27307979 1.95229260 -3.184254478
## 659 0.53057045 -0.6597363345 0.69537135 -0.30477582 0.544471790
## 660 0.55905926 -0.3922971426 0.39094040 -0.64348242 0.522157392
## 661 0.88193700 0.0258110705 0.78947171 -0.12646862 0.350827902
## 662 1.05374612 0.3092476963 1.13946639 0.42303853 0.496174216
## 663 0.81168980 -0.0808154464 1.06840895 0.32364272 0.765012153
## 664 0.57572290 -0.5357604968 0.80093134 -0.10527559 1.020461412
## 665 0.71509267 -0.1945871597 0.82895435 -0.02195133 0.419872099
## 666 0.22516197 -1.5915957447 0.29925592 -1.28515284 1.140508233
## 667 0.81168980 -0.0808154464 1.06840895 0.32364272 0.765012153
## 668 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 669 1.08532253 0.3714531608 1.68706384 0.94533248 0.044499276
## 670 0.65253366 -0.3967524990 0.85440696 -0.01609101 0.950709781
## 671 1.02396407 0.2882622540 1.48080113 0.79866471 -0.183339737
## 672 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 673 0.96805776 0.1717472222 0.99233758 0.21057565 0.011386274
## 674 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 675 1.03009173 0.2690562023 0.86508252 0.01231851 -0.304306170
## 676 1.00212698 0.2207475340 0.87543791 0.02402726 -0.409450378
## 677 0.08369668 -2.3909066716 0.06171083 -2.55153107 0.990845296
## 678 0.53268098 -0.6675235532 0.63273087 -0.38558794 0.748827356
## 679 0.61167352 -0.4334842178 0.70641173 -0.26665047 0.271689481
## 680 1.47621880 0.7969260310 0.87678840 0.09006282 -1.271640610
## 681 0.33998854 -0.9110844400 0.38787122 -0.77525544 1.136190682
## 682 1.45865144 0.8117513369 1.76165487 1.14806286 -0.088488431
## 683 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 684 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 685 1.82287332 1.1101378737 2.63383032 1.68532313 -1.034430283
## 686 0.55003143 -0.6136663231 0.52438499 -0.65719354 0.584992993
## 687 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 688 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 689 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 690 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 691 0.37037263 -0.9907009068 0.30157258 -1.23894441 0.808514678
## 692 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 693 0.61180811 -0.4453207630 0.72749383 -0.22664345 0.683885393
## 694 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 695 0.74802903 -0.1774622794 0.82325314 -0.05889758 0.734157512
## 696 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 697 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 698 0.12186433 -2.1188338230 0.11686494 -2.11038324 1.508575763
## 699 0.23708206 -1.5081339378 0.23533395 -1.52830891 0.539409024
## 700 0.20163772 -1.3246904794 0.12465838 -1.59264258 1.294549809
## 701 0.08369668 -2.3909066716 0.06171083 -2.55153107 0.990845296
## 702 0.07568873 -2.3400113370 0.10959154 -2.13683018 1.088839706
## 703 0.33814245 -1.1186401714 0.30776471 -1.24471388 0.606796843
## 704 1.24518781 0.5526937399 1.43209073 0.75821368 -0.065938984
## 705 1.54787630 0.9416856284 1.83293872 1.21249816 -0.210352125
## 706 2.25573264 1.6471091460 2.09795974 1.50202726 -1.972066309
## 707 0.42326602 -0.9057704736 0.48048840 -0.76947831 0.552529001
## 708 0.09201812 -2.2920278028 0.11160780 -2.12307962 1.374710203
## 709 1.10226205 0.3793950017 1.28154026 0.60015826 0.482569423
## 710 0.53057045 -0.6597363345 0.69537135 -0.30477582 0.544471790
## 711 0.05474736 -2.6352512013 0.05616045 -2.57661101 1.225132383
## 712 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 713 0.64314995 -0.3830466805 0.55911575 -0.56401574 0.810620561
## 714 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
## 715 0.80942498 -0.0996617411 0.78326241 -0.09384424 -0.021134827
## 716 3.34171178 2.1053935997 6.07388298 3.09949362 -2.460757995
## 717 0.09201812 -2.2920278028 0.11160780 -2.12307962 1.374710203
## 718 0.90420564 0.1007897360 1.02262048 0.29208012 0.255177514
## 719 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 720 3.81058374 2.8082659202 4.31207444 2.99912925 -3.638853775
## 721 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 722 0.67194022 -0.3437702927 0.69767680 -0.29785800 1.005658629
## 723 4.40531912 2.8057071456 5.06807965 3.16826234 -4.650917577
## 724 0.06955332 -2.5117125422 0.06452627 -2.51262478 0.637223746
## 725 0.72587067 -0.2529949755 0.67543453 -0.33941407 -0.051133905
## 726 0.45619824 -0.8422541172 0.34284440 -1.15766932 0.510371613
## 727 0.91045295 0.1118230923 1.03073254 0.30297884 0.609101979
## 728 0.22516197 -1.5915957447 0.29925592 -1.28515284 1.140508233
## 729 1.67535859 0.9713164925 2.00081749 1.19567839 -0.839427189
## 730 0.11440512 -1.8397286838 0.12584965 -1.83161556 0.974875667
## 731 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 732 0.55905926 -0.3922971426 0.39094040 -0.64348242 0.522157392
## 733 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 734 0.79375034 -0.0893244374 0.90325660 0.12667884 0.685120962
## 735 0.12186433 -2.1188338230 0.11686494 -2.11038324 1.508575763
## 736 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 737 1.37324742 0.7327000209 1.38070017 0.73805500 -0.688094914
## 738 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 739 0.28539840 -1.3329503300 0.34545939 -1.14470936 1.402070995
## 740 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 741 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
## 742 0.83765721 -0.0046797740 1.04878911 0.29986027 0.594113713
## 743 1.11510114 0.3872188516 1.07551051 0.33137389 -0.637848440
## 744 0.36882240 -1.0316302111 0.47697717 -0.75406712 1.010088978
## 745 0.08074300 -2.4316152156 0.09404865 -2.13522344 1.139263163
## 746 0.72658428 -0.2391743573 0.72013365 -0.24535136 0.860054159
## 747 4.40531912 2.8057071456 5.06807965 3.16826234 -4.650917577
## 748 0.36222795 -1.1148586000 0.36629183 -1.08444665 1.006680133
## 749 0.55368104 -0.3832448960 0.69954949 -0.07560549 0.447592119
## 750 0.35600294 -0.9767770109 0.36177818 -1.00281327 0.826781774
## 751 0.52098466 -0.6734932005 0.58430927 -0.51929039 0.222231973
## 752 1.50934646 0.8888665302 1.33758495 0.68079352 -0.910054364
## 753 2.11873187 1.4959148246 2.36770323 1.71066717 -1.211420536
## 754 0.67377430 -0.3218539891 0.89619290 0.06314756 0.743913070
## 755 0.56620970 -0.5094656080 0.75678496 -0.16505486 0.623466460
## 756 1.14694252 0.4403047480 1.64413846 0.93631164 0.041382912
## 757 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 758 0.23320779 -1.2590898181 0.29879388 -1.06343400 0.816965272
## 759 0.05486297 -2.5355770302 0.05134149 -2.58988316 1.554758296
## 760 2.29069005 1.4332825188 4.09962670 2.28678251 -1.216458933
## 761 0.89114932 0.0607180167 1.03814402 0.27877562 0.694064488
## 762 0.83670623 -0.0008799501 0.93147333 0.13256624 0.454059230
## 763 0.35493410 -1.0010936110 0.39342705 -0.93581524 0.690793726
## 764 0.51543351 -0.7030296697 0.45342205 -0.84249568 0.967760887
## 765 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 766 0.26380859 -1.3990011120 0.23814170 -1.48699059 1.389114595
## 767 0.06955332 -2.5117125422 0.06452627 -2.51262478 0.637223746
## 768 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 769 0.61180811 -0.4453207630 0.72749383 -0.22664345 0.683885393
## 770 2.84232256 2.1533197846 3.37469565 2.36997120 -2.321547994
## 771 0.71563684 -0.2636993071 0.65869426 -0.36568658 0.687822648
## 772 0.80214954 0.0507733551 1.19647593 0.51448569 0.227048273
## 773 0.86390828 -0.0053579487 0.69197373 -0.25342290 0.186014413
## 774 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 775 0.65111018 -0.4004027457 0.62828962 -0.43956657 0.941848627
## 776 0.71563684 -0.2636993071 0.65869426 -0.36568658 0.687822648
## 777 0.83424710 -0.0366947674 0.95310305 0.15218072 0.443824154
## 778 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
## 779 1.81622310 1.1176350133 1.69701213 1.01281206 -0.969053690
## 780 0.08369668 -2.3909066716 0.06171083 -2.55153107 0.990845296
## 781 0.96680899 0.2148586731 0.73365580 -0.11503708 -0.590398607
## 782 2.06669074 1.4292007203 2.68873990 1.97447600 -0.968935112
## 783 0.36222795 -1.1148586000 0.36629183 -1.08444665 1.006680133
## 784 3.34171178 2.1053935997 6.07388298 3.09949362 -2.460757995
## 785 0.55803879 -0.4848669949 0.34119593 -1.03902824 0.351279476
## 786 1.43819124 0.7386224267 2.45433576 1.42814753 -0.251850777
## 787 0.22551743 -1.3760013694 0.22506978 -1.43059242 0.789628555
## 788 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 789 0.17009165 -1.7535549281 0.15610744 -1.84055807 0.980964561
## 790 0.22551743 -1.3760013694 0.22506978 -1.43059242 0.789628555
## 791 0.23400335 -1.0415841260 0.16455299 -1.09072702 1.028903872
## 792 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 793 1.13983191 0.4296319499 0.94282281 0.17520903 -0.151558339
## 794 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 795 0.23400335 -1.0415841260 0.16455299 -1.09072702 1.028903872
## 796 0.39098664 -0.9832583111 0.47007728 -0.76932759 0.580816587
## 797 0.26380859 -1.3990011120 0.23814170 -1.48699059 1.389114595
## 798 0.33794022 -1.1238791967 0.40255160 -0.94605148 0.790537935
## 799 0.60936783 -0.4542958043 0.60010992 -0.48817281 1.040962938
## 800 0.43181714 -0.7495144167 0.58730854 -0.44035572 0.561433589
## 801 0.33430613 -1.0680932749 0.47622586 -0.73124615 0.928866547
## 802 1.17833901 0.4767193853 1.49655297 0.79803873 -0.223453775
## 803 0.83765721 -0.0046797740 1.04878911 0.29986027 0.594113713
## 804 0.49713152 -0.4910540708 0.31423149 -0.77309950 0.442665708
## 805 6.06059472 3.8998498755 5.22170773 3.51598281 -7.112264205
## 806 0.85553704 0.0239351771 0.83772878 -0.01783207 0.571995908
## 807 0.80214954 0.0507733551 1.19647593 0.51448569 0.227048273
## 808 0.72587067 -0.2529949755 0.67543453 -0.33941407 -0.051133905
## 809 1.06695349 0.3359440531 1.71889637 1.05902424 -0.039166918
## 810 0.13523311 -2.0529580823 0.17975113 -1.63740792 1.121892114
## 811 0.99912404 0.2143698450 1.02862313 0.26215657 -0.146318210
## 812 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 813 0.64051953 -0.0390300423 0.90825652 0.22830408 0.924855330
## 814 2.69895107 2.0340144912 3.39386734 2.43769827 -2.057471859
## 815 0.09201812 -2.2920278028 0.11160780 -2.12307962 1.374710203
## 816 1.16860099 0.4620220592 1.55266166 0.91318958 -0.201870919
## 817 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 818 1.60369611 1.0048122324 1.63135147 1.02634814 -1.044136738
## 819 1.79043374 1.0864299125 1.88847978 1.16057623 -0.839980981
## 820 0.25792477 -1.4230498137 0.27146934 -1.36341264 1.107217331
## 821 0.25054843 -1.4406456430 0.21174864 -1.59125346 0.725404103
## 822 0.45802894 -0.7405327360 0.56858114 -0.52271306 0.559500497
## 823 0.57572290 -0.5357604968 0.80093134 -0.10527559 1.020461412
## 824 0.80214954 0.0507733551 1.19647593 0.51448569 0.227048273
## 825 1.47569940 0.8528895142 1.63720774 1.02903115 -0.751090663
## 826 0.37691725 -1.0616496370 0.40107715 -0.98549295 0.923269624
## 827 10.83064335 5.3940000168 8.57876489 4.81123149 -10.454847637
## 828 0.53252528 -0.6292250206 0.67506995 -0.33863460 0.163572916
## 829 0.33663667 -1.1841673453 0.33512388 -1.16503557 0.258706579
## 830 4.40742911 3.0698139866 3.65315371 2.63830590 -4.307162840
## 831 0.08116529 -2.3103112192 0.07199607 -2.39412687 1.308166528
## 832 0.86390828 -0.0053579487 0.69197373 -0.25342290 0.186014413
## 833 0.36935472 -1.0765963856 0.39441507 -0.98530004 0.410372525
## 834 0.48569509 -0.7453871524 0.49819835 -0.59793322 0.900250169
## 835 0.23400335 -1.0415841260 0.16455299 -1.09072702 1.028903872
## 836 0.62732478 -0.4339945404 0.86140643 0.04522908 0.368681356
## 837 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 838 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 839 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 840 0.27643426 -1.3383568364 0.23730740 -1.50946228 0.545948674
## 841 0.25054843 -1.4406456430 0.21174864 -1.59125346 0.725404103
## 842 0.24425195 -1.4754338620 0.18991861 -1.69065293 0.521917236
## 843 1.25161323 0.5582610861 1.19582575 0.49918212 -0.381545280
## 844 0.05474736 -2.6352512013 0.05616045 -2.57661101 1.225132383
## 845 0.13270171 -2.0482116426 0.16476979 -1.83573349 0.755736856
## 846 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 847 0.78589243 -0.0567811072 0.52399414 -0.53930754 0.136087858
## 848 0.28485073 -1.2999938708 0.36174676 -1.06111314 1.352187254
## 849 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 850 1.10295855 0.3728230913 1.26456543 0.58886971 -0.665272784
## 851 0.67258877 -0.3495890794 0.56224702 -0.56922711 0.173574243
## 852 0.65661865 -0.2410920756 1.05573346 0.33635262 0.448907247
## 853 0.53583087 -0.6092275707 0.60379137 -0.46926114 0.339013926
## 854 0.58164396 -0.4101335118 0.76825866 -0.09672974 0.813622536
## 855 0.89114932 0.0607180167 1.03814402 0.27877562 0.694064488
## 856 0.62557391 -0.2632646075 0.54537745 -0.32107087 0.562693042
## 857 0.28539840 -1.3329503300 0.34545939 -1.14470936 1.402070995
## 858 1.79127325 1.1828184910 1.86954291 1.25987468 -1.268495473
## 859 0.06955332 -2.5117125422 0.06452627 -2.51262478 0.637223746
## 860 0.64051953 -0.0390300423 0.90825652 0.22830408 0.924855330
## 861 0.05474736 -2.6352512013 0.05616045 -2.57661101 1.225132383
## 862 0.40806231 -0.5292547834 0.41250345 -0.41603739 0.777964494
## 863 1.43811047 0.8122348203 1.35236018 0.70198542 -0.258856883
## 864 0.20391324 -1.6855153333 0.22465651 -1.57920157 0.968822839
## 865 0.60901926 -0.4873466693 0.48858472 -0.75555854 -0.040228335
## 866 0.65473311 -0.2225843900 0.61265587 -0.22712555 0.768494031
## 867 0.61167352 -0.4334842178 0.70641173 -0.26665047 0.271689481
## 868 1.63533484 1.0159472170 1.78434396 1.17594271 -0.583963887
## 869 0.58164396 -0.4101335118 0.76825866 -0.09672974 0.813622536
## 870 0.98518946 0.2080046793 1.43301828 0.79256243 0.045580512
## 871 0.33663667 -1.1841673453 0.33512388 -1.16503557 0.258706579
## 872 1.69045606 1.0965797040 1.61795619 1.00901158 -1.208729382
## 873 0.27996258 -1.1118548531 0.26005872 -1.19270880 0.991874553
## 874 0.37691725 -1.0616496370 0.40107715 -0.98549295 0.923269624
## 875 0.09505295 -2.1157534332 0.10788110 -2.09633439 1.227535339
## 876 0.13523311 -2.0529580823 0.17975113 -1.63740792 1.121892114
## 877 0.06024329 -2.1820981492 0.04236574 -2.41018573 1.174369990
## 878 0.36935472 -1.0765963856 0.39441507 -0.98530004 0.410372525
## 879 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 880 3.39292868 2.5281477502 2.98219442 2.21193467 -3.429466899
## 881 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 882 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 883 0.63170147 -0.2991657786 1.06763834 0.34173378 0.414067833
## 884 0.58564048 -0.5417364377 0.58194295 -0.53568398 1.058952251
## 885 0.23320779 -1.2590898181 0.29879388 -1.06343400 0.816965272
## 886 0.90085337 0.0722525034 1.21747585 0.52688073 0.758634297
## 887 3.42740468 2.3573117208 3.43924536 2.41983969 -4.027673969
## 888 0.68391089 -0.2792879386 0.63506610 -0.39422426 0.121141828
## 889 0.80260781 -0.0323707482 0.72605886 -0.16664086 0.549758958
## 890 0.54569195 -0.4769562397 0.84080116 0.01960230 0.631235981
## 891 3.34171178 2.1053935997 6.07388298 3.09949362 -2.460757995
## 892 0.40806231 -0.5292547834 0.41250345 -0.41603739 0.777964494
## 893 3.54088494 2.6176472155 3.84451381 2.73982899 -3.568498349
## 894 1.33199522 0.6806103914 1.15638371 0.44561137 -0.417677154
## 895 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 896 0.94151796 0.1513801945 0.99401206 0.22039016 -0.164150435
## 897 0.76026574 -0.1876412094 0.66911399 -0.32536024 0.869153041
## 898 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 899 0.86929223 0.0515509154 0.87661148 0.05070790 0.716733352
## 900 1.45865144 0.8117513369 1.76165487 1.14806286 -0.088488431
## 901 1.26135466 0.5707324529 1.99344370 1.27673823 0.002456936
## 902 0.84075909 -0.0370391159 0.68464261 -0.32429313 -0.083754314
## 903 0.16951395 -1.8550556775 0.20065457 -1.67670207 1.078194472
## 904 0.26047070 -1.0156518762 0.16109119 -1.16604598 0.922189158
## 905 0.60901926 -0.4873466693 0.48858472 -0.75555854 -0.040228335
## 906 0.62016728 -0.4667362022 0.83311704 -0.05180057 1.004205813
## 907 0.54359719 -0.5612304418 0.58761516 -0.49326969 0.844537368
## 908 0.51334536 -0.3572532089 0.84273665 0.16732132 0.744887295
## 909 1.42015165 0.7481189481 1.60069722 0.94255417 -0.555199777
## 910 0.64051953 -0.0390300423 0.90825652 0.22830408 0.924855330
## 911 0.36222795 -1.1148586000 0.36629183 -1.08444665 1.006680133
## 912 0.27643426 -1.3383568364 0.23730740 -1.50946228 0.545948674
## 913 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 914 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 915 0.54979779 -0.5497150827 0.38195519 -0.99139834 -0.056885575
## 916 0.13523311 -2.0529580823 0.17975113 -1.63740792 1.121892114
## 917 0.62732478 -0.4339945404 0.86140643 0.04522908 0.368681356
## 918 0.31814038 -1.1999015428 0.21940725 -1.54831025 1.012541597
## 919 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
## 920 0.61167352 -0.4334842178 0.70641173 -0.26665047 0.271689481
## 921 0.29275073 -0.6848270976 0.23245470 -0.73082251 0.999326965
## 922 1.26135466 0.5707324529 1.99344370 1.27673823 0.002456936
## 923 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 924 0.58686817 -0.4303816143 0.58023003 -0.46966671 0.782485720
## 925 0.26047070 -1.0156518762 0.16109119 -1.16604598 0.922189158
## 926 0.68387207 -0.1855115065 0.54136420 -0.37775325 0.109226127
## 927 0.26060290 -1.4004970446 0.26057270 -1.39876995 1.593969445
## 928 0.60901926 -0.4873466693 0.48858472 -0.75555854 -0.040228335
## 929 0.18127571 -1.7880175188 0.21081693 -1.62068962 1.625594271
## 930 0.55803879 -0.4848669949 0.34119593 -1.03902824 0.351279476
## 931 0.80786923 -0.0927033121 0.95921569 0.16345951 0.411798817
## 932 0.27463179 -1.0932248661 0.36108035 -0.83328596 0.976325510
## 933 2.61971326 1.7177753839 4.13977879 2.55189094 -2.264743605
## 934 0.66556028 -0.2152044195 1.00305913 0.28484042 0.780899868
## 935 2.87809137 2.1072932742 3.50334913 2.57027389 -2.825384527
## 936 1.51300475 0.8759524859 2.18960773 1.55925939 -0.912385994
## 937 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 938 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 939 0.69372210 -0.1899078149 1.00884107 0.26906976 0.724391122
## 940 2.72211623 2.0121625151 3.43283358 2.50917821 -2.265337768
## 941 0.08074300 -2.4316152156 0.09404865 -2.13522344 1.139263163
## 942 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 943 0.74802903 -0.1774622794 0.82325314 -0.05889758 0.734157512
## 944 1.09225580 0.3579936510 1.16678916 0.45970037 -0.050468500
## 945 0.51020460 -0.1896852796 0.85248561 0.23434533 0.881604060
## 946 0.11440512 -1.8397286838 0.12584965 -1.83161556 0.974875667
## 947 1.25508003 0.5746125354 1.52808597 0.90283048 -0.092427903
## 948 1.43942529 0.7981803975 1.10694456 0.37764864 -1.037813749
## 949 0.28539840 -1.3329503300 0.34545939 -1.14470936 1.402070995
## 950 0.74802903 -0.1774622794 0.82325314 -0.05889758 0.734157512
## 951 0.79052991 -0.1315959786 0.64794581 -0.39248128 0.050891984
## 952 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
## 953 0.66556028 -0.2152044195 1.00305913 0.28484042 0.780899868
## 954 0.13878117 -1.6222378027 0.12542939 -1.68431143 1.079334194
## 955 0.30446426 -0.9836964417 0.31390719 -0.89091642 1.252869521
## 956 0.19539335 -1.3834540647 0.12009465 -1.72485604 1.246590711
## 957 2.36850493 1.7029513829 2.83583029 2.08192801 -2.030790353
## 958 0.59528886 -0.4454793402 0.63118713 -0.39791298 0.876194589
## 959 0.07039081 -2.3796724265 0.08572512 -2.27688508 1.515108688
## 960 0.05486297 -2.5355770302 0.05134149 -2.58988316 1.554758296#modified version (remove item with loading lower than 0.4)
DGS_7model_4 <- DGS %>%
select(c(DGS_21,DGS_44,DGS_65)) #1 out due to low loading
DGS_IRT_4 = mirt(data = DGS_7model_4,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -4854.390, Max-Change: 1.17577
Iteration: 2, Log-Lik: -4673.738, Max-Change: 0.75764
Iteration: 3, Log-Lik: -4639.574, Max-Change: 0.42536
Iteration: 4, Log-Lik: -4625.262, Max-Change: 0.43343
Iteration: 5, Log-Lik: -4616.794, Max-Change: 0.16316
Iteration: 6, Log-Lik: -4612.990, Max-Change: 0.14543
Iteration: 7, Log-Lik: -4610.981, Max-Change: 0.11093
Iteration: 8, Log-Lik: -4609.518, Max-Change: 0.10447
Iteration: 9, Log-Lik: -4608.597, Max-Change: 0.08430
Iteration: 10, Log-Lik: -4607.911, Max-Change: 0.07620
Iteration: 11, Log-Lik: -4607.412, Max-Change: 0.06821
Iteration: 12, Log-Lik: -4607.043, Max-Change: 0.06124
Iteration: 13, Log-Lik: -4606.305, Max-Change: 0.04366
Iteration: 14, Log-Lik: -4606.180, Max-Change: 0.03966
Iteration: 15, Log-Lik: -4606.079, Max-Change: 0.03625
Iteration: 16, Log-Lik: -4605.711, Max-Change: 0.01839
Iteration: 17, Log-Lik: -4605.691, Max-Change: 0.01819
Iteration: 18, Log-Lik: -4605.675, Max-Change: 0.01595
Iteration: 19, Log-Lik: -4605.644, Max-Change: 0.01344
Iteration: 20, Log-Lik: -4605.633, Max-Change: 0.01444
Iteration: 21, Log-Lik: -4605.624, Max-Change: 0.01094
Iteration: 22, Log-Lik: -4605.607, Max-Change: 0.00857
Iteration: 23, Log-Lik: -4605.603, Max-Change: 0.01013
Iteration: 24, Log-Lik: -4605.598, Max-Change: 0.00915
Iteration: 25, Log-Lik: -4605.581, Max-Change: 0.00339
Iteration: 26, Log-Lik: -4605.580, Max-Change: 0.00472
Iteration: 27, Log-Lik: -4605.579, Max-Change: 0.00156
Iteration: 28, Log-Lik: -4605.578, Max-Change: 0.00503
Iteration: 29, Log-Lik: -4605.577, Max-Change: 0.00307
Iteration: 30, Log-Lik: -4605.577, Max-Change: 0.00233
Iteration: 31, Log-Lik: -4605.577, Max-Change: 0.00330
Iteration: 32, Log-Lik: -4605.576, Max-Change: 0.00024
Iteration: 33, Log-Lik: -4605.576, Max-Change: 0.00120
Iteration: 34, Log-Lik: -4605.575, Max-Change: 0.00283
Iteration: 35, Log-Lik: -4605.575, Max-Change: 0.00022
Iteration: 36, Log-Lik: -4605.575, Max-Change: 0.00178
Iteration: 37, Log-Lik: -4605.575, Max-Change: 0.00103
Iteration: 38, Log-Lik: -4605.575, Max-Change: 0.00187
Iteration: 39, Log-Lik: -4605.574, Max-Change: 0.00021
Iteration: 40, Log-Lik: -4605.574, Max-Change: 0.00020
Iteration: 41, Log-Lik: -4605.574, Max-Change: 0.00224
Iteration: 42, Log-Lik: -4605.574, Max-Change: 0.00093
Iteration: 43, Log-Lik: -4605.574, Max-Change: 0.00019
Iteration: 44, Log-Lik: -4605.574, Max-Change: 0.00147
Iteration: 45, Log-Lik: -4605.574, Max-Change: 0.00089
Iteration: 46, Log-Lik: -4605.574, Max-Change: 0.00020
Iteration: 47, Log-Lik: -4605.574, Max-Change: 0.00155
Iteration: 48, Log-Lik: -4605.573, Max-Change: 0.00082
Iteration: 49, Log-Lik: -4605.573, Max-Change: 0.00018
Iteration: 50, Log-Lik: -4605.573, Max-Change: 0.00131
Iteration: 51, Log-Lik: -4605.573, Max-Change: 0.00078
Iteration: 52, Log-Lik: -4605.573, Max-Change: 0.00024
Iteration: 53, Log-Lik: -4605.573, Max-Change: 0.00076
Iteration: 54, Log-Lik: -4605.573, Max-Change: 0.00074
Iteration: 55, Log-Lik: -4605.573, Max-Change: 0.00092
Iteration: 56, Log-Lik: -4605.573, Max-Change: 0.00018
Iteration: 57, Log-Lik: -4605.573, Max-Change: 0.00067
Iteration: 58, Log-Lik: -4605.573, Max-Change: 0.00014
Iteration: 59, Log-Lik: -4605.573, Max-Change: 0.00069
Iteration: 60, Log-Lik: -4605.573, Max-Change: 0.00062
Iteration: 61, Log-Lik: -4605.573, Max-Change: 0.00014
Iteration: 62, Log-Lik: -4605.573, Max-Change: 0.00066
Iteration: 63, Log-Lik: -4605.573, Max-Change: 0.00012
Iteration: 64, Log-Lik: -4605.573, Max-Change: 0.00012
Iteration: 65, Log-Lik: -4605.573, Max-Change: 0.00060
Iteration: 66, Log-Lik: -4605.573, Max-Change: 0.00063
Iteration: 67, Log-Lik: -4605.572, Max-Change: 0.00015
Iteration: 68, Log-Lik: -4605.572, Max-Change: 0.00057
Iteration: 69, Log-Lik: -4605.572, Max-Change: 0.00012
Iteration: 70, Log-Lik: -4605.572, Max-Change: 0.00012
Iteration: 71, Log-Lik: -4605.572, Max-Change: 0.00058
Iteration: 72, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 73, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 74, Log-Lik: -4605.572, Max-Change: 0.00054
Iteration: 75, Log-Lik: -4605.572, Max-Change: 0.00056
Iteration: 76, Log-Lik: -4605.572, Max-Change: 0.00014
Iteration: 77, Log-Lik: -4605.572, Max-Change: 0.00051
Iteration: 78, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 79, Log-Lik: -4605.572, Max-Change: 0.00011
Iteration: 80, Log-Lik: -4605.572, Max-Change: 0.00052
Iteration: 81, Log-Lik: -4605.572, Max-Change: 0.00010summary(DGS_IRT_4)## F1 h2
## DGS_21 0.878 0.770
## DGS_44 0.466 0.217
## DGS_65 0.502 0.252
##
## SS loadings: 1.239
## Proportion Var: 0.413
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_4, IRTpars = T)## $DGS_21
## a1 b1 b2 b3 b4 b5 b6 c
## par 3.118 -1.695 -1.244 -0.61 -0.251 0.202 1.066 0
##
## $DGS_44
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.897 -2.571 -2.086 -1.261 -0.979 -0.867 0.305 0
##
## $DGS_65
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.987 -1.315 -1.66 0.253 -0.223 0.535 1.43 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_4, 5, type = "trace")
#itemplot(DGS_IRT_4, 1, type = "info")
plot(DGS_IRT_4, type = "trace")
plot(DGS_IRT_4, type = "info")
plot(DGS_IRT_4) #expected score curve
#person fit
fscores(DGS_IRT_4) #factor score for each participants## F1
## [1,] 0.120243056
## [2,] 1.189450310
## [3,] -0.284890005
## [4,] -0.422058377
## [5,] -0.806504900
## [6,] -0.701564074
## [7,] 0.375123867
## [8,] -0.099668637
## [9,] -0.692670898
## [10,] -0.982501942
## [11,] 0.494237827
## [12,] -0.081223495
## [13,] -0.899608621
## [14,] -0.701564074
## [15,] 0.022150711
## [16,] 1.425967852
## [17,] 1.189450310
## [18,] 0.110184733
## [19,] 0.961141174
## [20,] -1.528827765
## [21,] -2.185678181
## [22,] -0.214475592
## [23,] -0.269549093
## [24,] 0.022150711
## [25,] 0.263529925
## [26,] -1.784755574
## [27,] -0.799797496
## [28,] -0.214475592
## [29,] -0.899608621
## [30,] 0.363597355
## [31,] 0.961141174
## [32,] 0.789946600
## [33,] -0.563079421
## [34,] 0.120243056
## [35,] -0.790770534
## [36,] -1.409920899
## [37,] 0.649071903
## [38,] 0.012536342
## [39,] -0.659488048
## [40,] -0.476166616
## [41,] 0.120243056
## [42,] -0.081223495
## [43,] -0.613469258
## [44,] 0.002961143
## [45,] 0.022150711
## [46,] -0.311230873
## [47,] 0.831012900
## [48,] 0.515941089
## [49,] 0.649071903
## [50,] 0.789946600
## [51,] -0.493589008
## [52,] 0.635568480
## [53,] 0.789946600
## [54,] -0.701564074
## [55,] 0.649071903
## [56,] -0.493589008
## [57,] -0.781756605
## [58,] -0.090460509
## [59,] -1.594536429
## [60,] -0.293680478
## [61,] 0.022150711
## [62,] -0.181012172
## [63,] -0.790770534
## [64,] 0.223306315
## [65,] -0.380761340
## [66,] -0.659488048
## [67,] -0.790770534
## [68,] 1.425967852
## [69,] 1.007290248
## [70,] 1.720974879
## [71,] -0.790770534
## [72,] -0.790770534
## [73,] 1.425967852
## [74,] -1.171747134
## [75,] 0.789946600
## [76,] -0.214475592
## [77,] -1.528827765
## [78,] 0.649071903
## [79,] 1.720974879
## [80,] -0.484876406
## [81,] 0.649071903
## [82,] 0.343694343
## [83,] 0.494237827
## [84,] -0.398185182
## [85,] -0.090460509
## [86,] 0.241923302
## [87,] -1.420480007
## [88,] -1.656848493
## [89,] -0.772755561
## [90,] 0.649071903
## [91,] 0.120243056
## [92,] -0.476166616
## [93,] -0.508775353
## [94,] -0.772755561
## [95,] 1.189450310
## [96,] -1.571335490
## [97,] -1.208239787
## [98,] 0.649071903
## [99,] -0.196623416
## [100,] -0.799797496
## [101,] -1.420480007
## [102,] -0.205558509
## [103,] -0.772755561
## [104,] -0.163013773
## [105,] -0.847099148
## [106,] 0.223306315
## [107,] 1.720974879
## [108,] -0.090460509
## [109,] 0.058492754
## [110,] 0.472803553
## [111,] 0.110184733
## [112,] -0.881265872
## [113,] -0.790770534
## [114,] -0.189980579
## [115,] -0.389474844
## [116,] 0.120243056
## [117,] -0.071956689
## [118,] 0.233970050
## [119,] -1.594536429
## [120,] 0.635568480
## [121,] 0.506662561
## [122,] -0.790770534
## [123,] 0.022150711
## [124,] -1.026898042
## [125,] 0.363597355
## [126,] 0.022150711
## [127,] -0.389474844
## [128,] 0.659163697
## [129,] 0.789946600
## [130,] -0.683788786
## [131,] 1.720974879
## [132,] 0.223306315
## [133,] -2.185678181
## [134,] 0.120243056
## [135,] -0.571837157
## [136,] -1.076180332
## [137,] -0.571837157
## [138,] -0.881265872
## [139,] 0.012536342
## [140,] -0.899608621
## [141,] -0.181012172
## [142,] 0.506662561
## [143,] -0.484876406
## [144,] -0.710468532
## [145,] 0.233970050
## [146,] 0.506662561
## [147,] 0.649071903
## [148,] 0.233970050
## [149,] -0.571837157
## [150,] -0.571837157
## [151,] -1.255021056
## [152,] 0.375123867
## [153,] 0.252694915
## [154,] 0.649071903
## [155,] 0.506662561
## [156,] -0.508775353
## [157,] 0.233970050
## [158,] -1.540078351
## [159,] -0.701564074
## [160,] 1.720974879
## [161,] -0.476166616
## [162,] 0.148084031
## [163,] 0.649071903
## [164,] -1.703386034
## [165,] -0.476166616
## [166,] -2.004662316
## [167,] 1.720974879
## [168,] -2.185678181
## [169,] 1.425967852
## [170,] -0.476166616
## [171,] -0.326488568
## [172,] -0.781756605
## [173,] 0.386726078
## [174,] 0.635568480
## [175,] 1.720974879
## [176,] -0.406892956
## [177,] -0.099668637
## [178,] 0.363597355
## [179,] 0.789946600
## [180,] 1.024505283
## [181,] -0.302460530
## [182,] 0.649071903
## [183,] 0.223306315
## [184,] 1.720974879
## [185,] -0.302460530
## [186,] 0.252694915
## [187,] 0.110184733
## [188,] -0.476166616
## [189,] -0.493589008
## [190,] -0.890430001
## [191,] 0.990285195
## [192,] 1.720974879
## [193,] 1.189450310
## [194,] -0.476166616
## [195,] -0.476166616
## [196,] 1.425967852
## [197,] -0.062659177
## [198,] -0.090460509
## [199,] -1.076180332
## [200,] 0.223306315
## [201,] 0.649071903
## [202,] 0.343694343
## [203,] -0.890430001
## [204,] -0.484876406
## [205,] 0.635568480
## [206,] -0.181012172
## [207,] -0.398185182
## [208,] 0.789946600
## [209,] -2.405862306
## [210,] 0.789946600
## [211,] 0.472803553
## [212,] 1.425967852
## [213,] -1.208239787
## [214,] -0.046385908
## [215,] -1.121429919
## [216,] 0.649071903
## [217,] 0.506662561
## [218,] -1.227892667
## [219,] -0.106483835
## [220,] 0.649071903
## [221,] -0.172023514
## [222,] 0.789946600
## [223,] -1.307274095
## [224,] 0.012536342
## [225,] -0.172023514
## [226,] 0.058492754
## [227,] 0.506662561
## [228,] 1.720974879
## [229,] -0.808837636
## [230,] 0.120243056
## [231,] -0.484876406
## [232,] -0.580601947
## [233,] -0.071956689
## [234,] -0.571837157
## [235,] 1.720974879
## [236,] 0.506662561
## [237,] -1.066693810
## [238,] 0.002961143
## [239,] -0.683788786
## [240,] 0.120243056
## [241,] 0.375123867
## [242,] 0.252694915
## [243,] -0.628810700
## [244,] 1.720974879
## [245,] -0.189980579
## [246,] -1.703386034
## [247,] 0.285394459
## [248,] 0.022150711
## [249,] 1.720974879
## [250,] 0.649071903
## [251,] 1.720974879
## [252,] 0.223306315
## [253,] -2.004662316
## [254,] -1.850907880
## [255,] -0.571837157
## [256,] 0.635568480
## [257,] -0.484876406
## [258,] -0.571837157
## [259,] -0.214475592
## [260,] 0.649071903
## [261,] -0.563079421
## [262,] -0.881265872
## [263,] -0.293680478
## [264,] -0.090460509
## [265,] -0.963887655
## [266,] -2.185678181
## [267,] -0.973186845
## [268,] -0.302460530
## [269,] 1.425967852
## [270,] -1.121429919
## [271,] 0.363597355
## [272,] 0.649071903
## [273,] 0.002961143
## [274,] -0.924852767
## [275,] -0.380761340
## [276,] 1.720974879
## [277,] 1.720974879
## [278,] -0.500056717
## [279,] -0.571837157
## [280,] -0.799797496
## [281,] 0.789946600
## [282,] 0.012536342
## [283,] -0.890430001
## [284,] 0.363597355
## [285,] -0.991833145
## [286,] -1.181465038
## [287,] -0.701564074
## [288,] -0.502304901
## [289,] -0.278359448
## [290,] -0.214475592
## [291,] 1.720974879
## [292,] 0.649071903
## [293,] 0.649071903
## [294,] -0.081223495
## [295,] 0.846263182
## [296,] 1.189450310
## [297,] 0.506662561
## [298,] -0.963887655
## [299,] -0.790770534
## [300,] 0.649071903
## [301,] 1.425967852
## [302,] -0.613469258
## [303,] 0.961141174
## [304,] 0.022150711
## [305,] 1.720974879
## [306,] 0.649071903
## [307,] 0.120243056
## [308,] 0.635568480
## [309,] 1.189450310
## [310,] 0.148084031
## [311,] 0.649071903
## [312,] 1.720974879
## [313,] -0.205558509
## [314,] -1.121429919
## [315,] -0.659488048
## [316,] -0.205558509
## [317,] 0.506662561
## [318,] -0.187669504
## [319,] -0.799797496
## [320,] 0.022150711
## [321,] 0.649071903
## [322,] 0.659163697
## [323,] 0.120243056
## [324,] 0.649071903
## [325,] -0.508775353
## [326,] -0.106483835
## [327,] -0.726008539
## [328,] 0.223306315
## [329,] -0.595888994
## [330,] -0.278359448
## [331,] 1.720974879
## [332,] 0.148084031
## [333,] 0.649071903
## [334,] -0.781756605
## [335,] 1.720974879
## [336,] -0.766084141
## [337,] 0.494237827
## [338,] -0.790770534
## [339,] -0.991833145
## [340,] -0.389474844
## [341,] -1.482188195
## [342,] -1.235212961
## [343,] -0.476166616
## [344,] 1.720974879
## [345,] 1.720974879
## [346,] -0.389474844
## [347,] 0.120243056
## [348,] -0.881265872
## [349,] 0.002961143
## [350,] -0.799797496
## [351,] 0.233970050
## [352,] -0.790770534
## [353,] 0.789946600
## [354,] -1.208239787
## [355,] -0.476166616
## [356,] -0.380761340
## [357,] -1.066693810
## [358,] -0.701564074
## [359,] 0.022150711
## [360,] -0.710468532
## [361,] -0.500056717
## [362,] -0.476166616
## [363,] 1.720974879
## [364,] -2.405862306
## [365,] 0.120243056
## [366,] 0.127739645
## [367,] -0.790770534
## [368,] 0.120243056
## [369,] -2.185678181
## [370,] -1.121429919
## [371,] -1.540078351
## [372,] 0.120243056
## [373,] -0.772755561
## [374,] 0.012536342
## [375,] -0.081223495
## [376,] -0.398185182
## [377,] -0.571837157
## [378,] 1.425967852
## [379,] -0.701564074
## [380,] -0.881265872
## [381,] 0.506662561
## [382,] 1.720974879
## [383,] 0.223306315
## [384,] 0.022150711
## [385,] -0.106483835
## [386,] 0.252694915
## [387,] -0.973186845
## [388,] -0.613469258
## [389,] 0.241923302
## [390,] -1.317398860
## [391,] -0.604674951
## [392,] -0.398185182
## [393,] -0.181012172
## [394,] -0.311230873
## [395,] -0.172023514
## [396,] -1.066693810
## [397,] 0.789946600
## [398,] -1.208239787
## [399,] 0.012536342
## [400,] 0.158335073
## [401,] 0.022150711
## [402,] -0.467459148
## [403,] 0.990285195
## [404,] -1.528827765
## [405,] 0.120243056
## [406,] 0.110184733
## [407,] -0.799797496
## [408,] -0.115643788
## [409,] 0.233970050
## [410,] -0.604674951
## [411,] -0.413353671
## [412,] 0.386726078
## [413,] -0.781756605
## [414,] 0.012536342
## [415,] -0.476166616
## [416,] 0.649071903
## [417,] -2.405862306
## [418,] 0.635568480
## [419,] -0.181012172
## [420,] 0.386726078
## [421,] 0.635568480
## [422,] 0.120243056
## [423,] -0.099668637
## [424,] 1.425967852
## [425,] -0.269549093
## [426,] 0.649071903
## [427,] -1.121429919
## [428,] 1.720974879
## [429,] -1.327560862
## [430,] -0.847099148
## [431,] 1.720974879
## [432,] -0.668341017
## [433,] -0.701564074
## [434,] -0.701564074
## [435,] 1.720974879
## [436,] 0.375123867
## [437,] -0.991833145
## [438,] -0.311230873
## [439,] -0.571837157
## [440,] 0.012536342
## [441,] 0.649071903
## [442,] 0.804798401
## [443,] 0.375123867
## [444,] 0.635568480
## [445,] 0.506662561
## [446,] 0.022150711
## [447,] -1.317398860
## [448,] -1.420480007
## [449,] -0.571837157
## [450,] 1.007290248
## [451,] 1.024505283
## [452,] -2.405862306
## [453,] -0.659488048
## [454,] 0.130351473
## [455,] 0.343694343
## [456,] 1.720974879
## [457,] 1.720974879
## [458,] -1.431091643
## [459,] 1.189450310
## [460,] -1.431091643
## [461,] 0.961141174
## [462,] 0.494237827
## [463,] 0.137885899
## [464,] -0.484876406
## [465,] -0.815554908
## [466,] -0.106483835
## [467,] -0.595888994
## [468,] 0.990285195
## [469,] -0.205558509
## [470,] -0.659488048
## [471,] 0.789946600
## [472,] 0.961141174
## [473,] -1.656848493
## [474,] -1.131030322
## [475,] 0.649071903
## [476,] 0.649071903
## [477,] 1.720974879
## [478,] 0.506662561
## [479,] 0.252694915
## [480,] -0.790770534
## [481,] -0.595888994
## [482,] -0.302460530
## [483,] 0.659163697
## [484,] 0.022150711
## [485,] 0.649071903
## [486,] 1.720974879
## [487,] -0.115643788
## [488,] 1.720974879
## [489,] -1.171747134
## [490,] -0.692670898
## [491,] 0.789946600
## [492,] 0.252694915
## [493,] 0.252694915
## [494,] 0.120243056
## [495,] -0.580601947
## [496,] 1.720974879
## [497,] 1.425967852
## [498,] -0.090460509
## [499,] -0.181012172
## [500,] -0.717083932
## [501,] -0.899608621
## [502,] 0.649071903
## [503,] 0.961141174
## [504,] -0.982501942
## [505,] -0.214475592
## [506,] -0.683788786
## [507,] 0.649071903
## [508,] -1.482188195
## [509,] -0.251890373
## [510,] 0.363597355
## [511,] -0.302460530
## [512,] -0.398185182
## [513,] 1.720974879
## [514,] -0.389474844
## [515,] 1.189450310
## [516,] -1.594536429
## [517,] 1.720974879
## [518,] 1.720974879
## [519,] 0.649071903
## [520,] 0.649071903
## [521,] 1.189450310
## [522,] -0.090460509
## [523,] 1.425967852
## [524,] -0.701564074
## [525,] 1.720974879
## [526,] 0.363597355
## [527,] -1.102291251
## [528,] -1.409920899
## [529,] 0.635568480
## [530,] -0.790770534
## [531,] 0.961141174
## [532,] -1.850907880
## [533,] -1.208239787
## [534,] -0.508775353
## [535,] -0.302460530
## [536,] 0.120243056
## [537,] -0.311230873
## [538,] -1.540078351
## [539,] -0.674917510
## [540,] 0.506662561
## [541,] 0.506662561
## [542,] -0.973186845
## [543,] -0.302460530
## [544,] -1.528827765
## [545,] 1.720974879
## [546,] 0.649071903
## [547,] 0.233970050
## [548,] -2.004662316
## [549,] -2.004662316
## [550,] -0.701564074
## [551,] -0.517498083
## [552,] 1.720974879
## [553,] 1.720974879
## [554,] 0.386726078
## [555,] -0.982501942
## [556,] 1.720974879
## [557,] -0.806504900
## [558,] 0.472803553
## [559,] -0.181012172
## [560,] -0.701564074
## [561,] 0.789946600
## [562,] 0.804798401
## [563,] -1.594536429
## [564,] 0.002961143
## [565,] -0.398185182
## [566,] -1.528827765
## [567,] -0.772755561
## [568,] 0.022150711
## [569,] -0.398185182
## [570,] 0.635568480
## [571,] 0.363597355
## [572,] -0.398185182
## [573,] 0.158335073
## [574,] -0.484876406
## [575,] -0.181012172
## [576,] 0.519177388
## [577,] 0.179000023
## [578,] -1.307274095
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## [609,] 1.720974879
## [610,] -0.181012172
## [611,] 1.720974879
## [612,] -1.317398860
## [613,] -1.420480007
## [614,] 0.815911407
## [615,] 1.425967852
## [616,] -1.131030322
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## [618,] -0.701564074
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## [621,] 1.720974879
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## [623,] 0.649071903
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## [625,] -1.690785086
## [626,] 1.720974879
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## [628,] -1.118957364
## [629,] -1.420480007
## [630,] 0.494237827
## [631,] -0.701564074
## [632,] -0.659488048
## [633,] -0.881265872
## [634,] -0.799797496
## [635,] 0.649071903
## [636,] 0.343694343
## [637,] -0.862980561
## [638,] 0.148084031
## [639,] -2.165962206
## [640,] 0.506662561
## [641,] 0.990285195
## [642,] -2.165962206
## [643,] 1.425967852
## [644,] -2.405862306
## [645,] -0.790770534
## [646,] -1.850907880
## [647,] -1.121429919
## [648,] 0.012536342
## [649,] 0.012536342
## [650,] 0.649071903
## [651,] 1.189450310
## [652,] 0.649071903
## [653,] 0.494237827
## [654,] -0.571837157
## [655,] 0.815911407
## [656,] 1.720974879
## [657,] 0.130351473
## [658,] 1.041937826
## [659,] -0.302460530
## [660,] 1.189450310
## [661,] -0.508775353
## [662,] 0.363597355
## [663,] -0.973186845
## [664,] -0.090460509
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## [666,] -0.484876406
## [667,] -0.973186845
## [668,] -0.701564074
## [669,] 1.425967852
## [670,] -0.090460509
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## [672,] 1.720974879
## [673,] -0.595888994
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## [675,] -0.766084141
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## [677,] -0.302460530
## [678,] -1.409920899
## [679,] 0.022150711
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## [681,] 0.635568480
## [682,] 0.363597355
## [683,] 0.120243056
## [684,] 1.720974879
## [685,] 1.189450310
## [686,] -0.604674951
## [687,] 0.506662561
## [688,] 1.720974879
## [689,] 1.720974879
## [690,] 0.649071903
## [691,] 0.110184733
## [692,] 0.789946600
## [693,] -0.799797496
## [694,] 1.425967852
## [695,] 0.252694915
## [696,] 1.720974879
## [697,] 0.789946600
## [698,] -0.398185182
## [699,] -0.081223495
## [700,] 0.789946600
## [701,] -0.302460530
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## [705,] -1.227892667
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## [707,] 0.022150711
## [708,] -0.484876406
## [709,] 0.363597355
## [710,] -0.302460530
## [711,] -0.484876406
## [712,] 1.720974879
## [713,] -1.017504601
## [714,] 1.720974879
## [715,] -1.582891545
## [716,] 1.720974879
## [717,] -0.484876406
## [718,] -1.784755574
## [719,] 0.120243056
## [720,] -1.594536429
## [721,] 0.506662561
## [722,] 0.002961143
## [723,] 0.515941089
## [724,] -0.389474844
## [725,] -0.278359448
## [726,] -0.214475592
## [727,] -1.850907880
## [728,] -0.484876406
## [729,] 0.990285195
## [730,] 0.506662561
## [731,] 0.649071903
## [732,] 1.189450310
## [733,] 0.635568480
## [734,] -1.656848493
## [735,] -0.398185182
## [736,] 0.120243056
## [737,] -0.284890005
## [738,] 0.506662561
## [739,] -0.090460509
## [740,] 0.649071903
## [741,] 0.649071903
## [742,] 0.252694915
## [743,] -0.365572173
## [744,] -0.973186845
## [745,] -1.420480007
## [746,] -0.613469258
## [747,] 0.515941089
## [748,] -0.181012172
## [749,] 1.425967852
## [750,] 0.233970050
## [751,] -0.580601947
## [752,] -0.452293931
## [753,] -1.227892667
## [754,] -0.973186845
## [755,] 0.233970050
## [756,] 0.961141174
## [757,] 1.425967852
## [758,] 0.649071903
## [759,] -0.790770534
## [760,] 1.720974879
## [761,] 0.002961143
## [762,] 0.343694343
## [763,] 0.233970050
## [764,] -0.311230873
## [765,] 0.506662561
## [766,] -0.701564074
## [767,] -0.389474844
## [768,] -0.701564074
## [769,] -0.799797496
## [770,] -1.482188195
## [771,] -0.613469258
## [772,] 1.720974879
## [773,] -1.690785086
## [774,] 1.720974879
## [775,] -0.311230873
## [776,] -0.613469258
## [777,] -0.659488048
## [778,] 1.720974879
## [779,] 0.815911407
## [780,] -0.302460530
## [781,] 0.831012900
## [782,] 0.363597355
## [783,] -0.181012172
## [784,] 1.720974879
## [785,] 0.386726078
## [786,] 1.720974879
## [787,] 0.375123867
## [788,] 0.635568480
## [789,] -0.890430001
## [790,] 0.375123867
## [791,] 1.425967852
## [792,] 1.720974879
## [793,] 0.472803553
## [794,] 0.649071903
## [795,] 1.425967852
## [796,] -1.076180332
## [797,] -0.701564074
## [798,] -0.890430001
## [799,] 0.002961143
## [800,] 0.375123867
## [801,] 0.120243056
## [802,] 1.189450310
## [803,] 0.252694915
## [804,] 1.209238645
## [805,] -0.840440157
## [806,] 0.363597355
## [807,] 1.720974879
## [808,] -0.278359448
## [809,] 0.649071903
## [810,] -1.420480007
## [811,] -0.406892956
## [812,] 1.720974879
## [813,] -2.405862306
## [814,] -1.540078351
## [815,] -0.484876406
## [816,] 0.494237827
## [817,] 1.720974879
## [818,] -0.260726317
## [819,] 0.472803553
## [820,] -0.571837157
## [821,] -0.692670898
## [822,] 0.375123867
## [823,] -0.090460509
## [824,] 1.720974879
## [825,] -0.683788786
## [826,] -0.181012172
## [827,] 0.592861117
## [828,] -0.081223495
## [829,] -0.476166616
## [830,] -1.033880015
## [831,] -0.790770534
## [832,] -1.690785086
## [833,] -0.476166616
## [834,] -1.656848493
## [835,] 1.425967852
## [836,] -1.528827765
## [837,] 0.120243056
## [838,] 0.789946600
## [839,] 0.789946600
## [840,] 0.022150711
## [841,] -0.692670898
## [842,] -0.692670898
## [843,] 0.990285195
## [844,] -0.484876406
## [845,] -0.389474844
## [846,] 0.649071903
## [847,] 0.519177388
## [848,] -0.973186845
## [849,] 0.649071903
## [850,] 0.263529925
## [851,] -0.595888994
## [852,] 0.649071903
## [853,] -0.781756605
## [854,] 0.635568480
## [855,] 0.002961143
## [856,] 1.189450310
## [857,] -0.090460509
## [858,] -1.131030322
## [859,] -0.389474844
## [860,] -2.405862306
## [861,] -0.484876406
## [862,] 1.720974879
## [863,] -0.356846823
## [864,] -0.302460530
## [865,] -0.172023514
## [866,] 0.961141174
## [867,] 0.022150711
## [868,] -0.808837636
## [869,] 0.635568480
## [870,] 0.233970050
## [871,] -0.476166616
## [872,] -0.452293931
## [873,] 0.635568480
## [874,] -0.181012172
## [875,] 0.120243056
## [876,] -1.420480007
## [877,] 0.506662561
## [878,] -0.476166616
## [879,] 0.635568480
## [880,] -0.245324276
## [881,] 1.720974879
## [882,] 1.720974879
## [883,] 0.506662561
## [884,] -0.311230873
## [885,] 0.649071903
## [886,] -0.701564074
## [887,] 0.515941089
## [888,] 0.130351473
## [889,] 0.343694343
## [890,] 0.649071903
## [891,] 1.720974879
## [892,] 1.720974879
## [893,] -1.482188195
## [894,] -0.413353671
## [895,] 0.635568480
## [896,] 0.130351473
## [897,] -1.181465038
## [898,] 0.649071903
## [899,] 0.363597355
## [900,] 0.363597355
## [901,] 0.789946600
## [902,] -0.071956689
## [903,] -0.302460530
## [904,] 1.425967852
## [905,] -0.172023514
## [906,] -0.398185182
## [907,] 0.223306315
## [908,] 1.425967852
## [909,] 0.472803553
## [910,] -2.405862306
## [911,] -0.181012172
## [912,] 0.022150711
## [913,] 1.720974879
## [914,] 0.635568480
## [915,] 0.263529925
## [916,] -1.420480007
## [917,] -1.528827765
## [918,] -1.111850385
## [919,] 0.649071903
## [920,] 0.022150711
## [921,] 1.720974879
## [922,] 0.789946600
## [923,] 1.720974879
## [924,] 0.223306315
## [925,] 1.425967852
## [926,] 1.007290248
## [927,] -0.701564074
## [928,] -0.172023514
## [929,] -0.398185182
## [930,] 0.386726078
## [931,] -1.307274095
## [932,] 0.649071903
## [933,] 1.209238645
## [934,] 0.789946600
## [935,] 0.092778763
## [936,] 0.375123867
## [937,] 1.720974879
## [938,] 1.720974879
## [939,] 0.789946600
## [940,] -0.748138668
## [941,] -1.420480007
## [942,] 1.720974879
## [943,] 0.252694915
## [944,] -0.106483835
## [945,] 1.720974879
## [946,] 0.506662561
## [947,] -0.659488048
## [948,] -0.998768350
## [949,] -0.090460509
## [950,] 0.252694915
## [951,] -0.517498083
## [952,] 0.649071903
## [953,] 0.789946600
## [954,] 0.649071903
## [955,] 0.789946600
## [956,] 0.635568480
## [957,] -1.121429919
## [958,] 0.252694915
## [959,] -0.881265872
## [960,] -0.790770534mirt::itemfit(DGS_IRT_4)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_21 30.191 18 0.027 0.036
## 2 DGS_44 76.082 23 0.049 0.000
## 3 DGS_65 66.882 22 0.046 0.000mirt::personfit(DGS_IRT_4)## outfit z.outfit infit z.infit Zh
## 1 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 2 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 3 1.63244940 0.942569446 1.98270358 1.21272341 -0.961022172
## 4 1.50408573 0.821749889 1.49834503 0.80067352 -0.422842982
## 5 3.02718193 1.926393712 2.72791562 1.72578281 -2.402477354
## 6 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 7 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 8 1.28707481 0.595994535 1.64333147 0.93405106 -0.455322930
## 9 0.27722548 -1.040969024 0.24087995 -1.09865490 0.401492462
## 10 0.19073866 -1.314626637 0.20894907 -1.24169559 0.673392032
## 11 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 12 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 13 1.18894588 0.489956756 1.37473492 0.68376199 0.267374093
## 14 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 15 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 16 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 17 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 18 0.41903901 -0.634072803 0.39000468 -0.70013438 0.595516293
## 19 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 20 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 21 0.31480680 -0.603703193 0.29091586 -0.62870904 0.980120544
## 22 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 23 0.90917976 0.140282656 0.93118920 0.18629058 0.193389047
## 24 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 25 0.75860845 -0.018356882 0.65737980 -0.17406607 -0.356875789
## 26 1.27982398 0.590318792 1.73216958 0.97749799 -0.107886465
## 27 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 28 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 29 1.18894588 0.489956756 1.37473492 0.68376199 0.267374093
## 30 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 31 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 32 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 33 1.07786352 0.358368827 1.35384216 0.66134862 -0.458425963
## 34 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 35 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 36 0.65897815 -0.286989897 0.94217124 0.19224593 0.552709344
## 37 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 38 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 39 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 40 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 41 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 42 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 43 0.90011275 0.132378104 1.03662514 0.31907227 0.573886320
## 44 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 45 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 46 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 47 1.37069479 0.666861447 1.52962859 0.78884157 -1.136135705
## 48 5.07019055 2.632234954 7.20149842 3.33033124 -4.587205896
## 49 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 50 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 51 0.55540281 -0.424989320 0.67160408 -0.17788445 0.410380830
## 52 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 53 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 54 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 55 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 56 0.55540281 -0.424989320 0.67160408 -0.17788445 0.410380830
## 57 0.39494102 -0.720995788 0.44380907 -0.59182356 0.248948834
## 58 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 59 2.04113570 1.342279847 2.56930269 1.61501823 -0.739207476
## 60 0.43051338 -0.682810557 0.51378921 -0.45738265 0.330504263
## 61 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 62 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 63 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 64 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 65 0.86580161 0.077808266 1.03924866 0.32073417 -0.134440005
## 66 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 67 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 68 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 69 0.75290340 0.023237790 0.64927798 -0.03701526 -0.232573032
## 70 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 71 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 72 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 73 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 74 0.91793087 0.147648042 1.30529892 0.61560621 -0.130993645
## 75 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 76 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 77 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 78 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 79 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 80 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
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## 85 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 86 1.92979318 1.143038769 2.69044568 1.66399205 -1.156226605
## 87 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 88 0.69764612 -0.209805114 0.82195438 0.05616756 0.708343154
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## 90 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
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## 93 0.98616681 0.242412080 0.96778890 0.23524017 0.226231783
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## 103 1.57346548 0.875623480 1.88816620 1.13498196 -0.594426617
## 104 2.22937007 1.426624138 2.30616939 1.45305595 -1.143102448
## 105 1.87647491 1.134356001 2.30283386 1.44813028 -1.397805715
## 106 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 107 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 108 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 109 3.25458270 2.036290474 2.80410539 1.76966265 -2.218800371
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## 111 0.41903901 -0.634072803 0.39000468 -0.70013438 0.595516293
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## 115 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 116 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
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## 118 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 119 2.04113570 1.342279847 2.56930269 1.61501823 -0.739207476
## 120 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 121 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 122 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 123 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 124 1.63503021 0.935204694 2.04571190 1.27376290 -1.113729443
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## 126 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 127 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
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## 129 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 130 1.07723979 0.360316068 1.17928600 0.48050637 -0.221194613
## 131 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 132 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 133 0.31480680 -0.603703193 0.29091586 -0.62870904 0.980120544
## 134 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
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## 139 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 140 1.18894588 0.489956756 1.37473492 0.68376199 0.267374093
## 141 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
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## 150 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
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## 152 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 153 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 154 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 155 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
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## 157 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 158 0.45671241 -0.701435612 0.42608818 -0.63667530 1.163938679
## 159 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 160 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 161 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
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## 163 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
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## 167 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 168 0.31480680 -0.603703193 0.29091586 -0.62870904 0.980120544
## 169 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 170 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 171 2.29969798 1.493090470 2.37524027 1.49743562 -1.281223097
## 172 0.39494102 -0.720995788 0.44380907 -0.59182356 0.248948834
## 173 0.70667860 -0.067813600 0.54343423 -0.32840388 -0.003621032
## 174 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 175 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 176 1.08004697 0.359349057 1.30817315 0.61593462 -0.227123812
## 177 1.28707481 0.595994535 1.64333147 0.93405106 -0.455322930
## 178 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 179 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 180 2.13819865 1.235303858 1.48977872 0.75613707 -1.357890191
## 181 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 182 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 183 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 184 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 185 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 186 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 187 0.41903901 -0.634072803 0.39000468 -0.70013438 0.595516293
## 188 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
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## 190 0.21641711 -1.209228048 0.23094507 -1.15094420 0.639738475
## 191 1.47922522 0.758683804 1.92792333 1.05190273 -0.757533272
## 192 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 193 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 194 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 195 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
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## 197 2.97589983 1.907069438 3.17843924 1.99994868 -1.811425899
## 198 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 199 0.42683617 -0.674435401 0.56631056 -0.38119087 0.573325879
## 200 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 201 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
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## 203 0.21641711 -1.209228048 0.23094507 -1.15094420 0.639738475
## 204 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 205 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 206 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 207 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 208 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 209 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 210 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 211 1.54428043 0.815510932 1.83839337 1.04475120 -0.525188246
## 212 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 213 0.22236249 -1.293539422 0.13793581 -1.56581336 0.993624329
## 214 3.25813504 2.067851220 3.00311616 1.89801119 -1.899965619
## 215 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 216 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 217 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 218 1.36039274 0.679827196 1.63335846 0.93709168 0.008570355
## 219 0.99904476 0.264292856 1.19275418 0.49447593 0.072486275
## 220 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 221 0.83586601 0.042505521 0.81986862 0.03639546 -0.300252651
## 222 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 223 0.30481781 -1.067333847 0.34154890 -0.87587369 1.109821690
## 224 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 225 0.83586601 0.042505521 0.81986862 0.03639546 -0.300252651
## 226 3.25458270 2.036290474 2.80410539 1.76966265 -2.218800371
## 227 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 228 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 229 1.83610682 1.102418997 2.27871891 1.42858800 -0.670095634
## 230 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 231 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 232 0.42757691 -0.678514936 0.47135022 -0.53071044 0.180386407
## 233 1.09936114 0.387118225 1.12349315 0.41756636 -0.297433036
## 234 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 235 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 236 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 237 0.94760709 0.196664624 1.44498144 0.75609823 0.269862188
## 238 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 239 1.07723979 0.360316068 1.17928600 0.48050637 -0.221194613
## 240 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 241 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 242 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 243 3.66959524 2.319721669 3.54291494 2.18068258 -3.179888489
## 244 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 245 0.83850010 0.045178294 1.09058479 0.37982252 -0.014988364
## 246 0.43980115 -0.706232922 0.34171376 -0.76829145 0.264684491
## 247 4.34840536 2.473863061 3.81168850 2.25017573 -2.364347616
## 248 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 249 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 250 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 251 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 252 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 253 0.37075360 -0.671996087 0.26793053 -0.78436116 1.092342088
## 254 0.69638687 -0.161886799 0.69462666 -0.07735826 0.649792603
## 255 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 256 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 257 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 258 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 259 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 260 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 261 1.07786352 0.358368827 1.35384216 0.66134862 -0.458425963
## 262 0.08317983 -1.815473743 0.11821490 -1.60094405 1.217939083
## 263 0.43051338 -0.682810557 0.51378921 -0.45738265 0.330504263
## 264 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 265 1.43316630 0.742993956 2.00862424 1.24025975 -0.897903085
## 266 0.31480680 -0.603703193 0.29091586 -0.62870904 0.980120544
## 267 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 268 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 269 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 270 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 271 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 272 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 273 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 274 1.57368668 0.874651875 1.77117533 1.04605144 -0.572937712
## 275 0.86580161 0.077808266 1.03924866 0.32073417 -0.134440005
## 276 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 277 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 278 1.77394360 1.069713763 1.90912089 1.15040153 -0.967017821
## 279 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 280 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 281 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 282 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 283 0.21641711 -1.209228048 0.23094507 -1.15094420 0.639738475
## 284 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 285 0.84353556 0.061833186 0.85999204 0.08648020 0.391917062
## 286 0.95619870 0.198643965 0.97361002 0.23086729 0.510076245
## 287 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 288 1.88500179 1.164789944 2.29169465 1.43385465 -0.930393297
## 289 0.88971154 0.113238188 1.03652580 0.31668663 -0.460749656
## 290 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 291 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 292 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 293 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 294 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 295 2.03439005 1.163846262 1.45249755 0.73009825 -1.572664571
## 296 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 297 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 298 1.43316630 0.742993956 2.00862424 1.24025975 -0.897903085
## 299 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 300 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 301 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 302 0.90011275 0.132378104 1.03662514 0.31907227 0.573886320
## 303 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 304 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 305 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 306 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 307 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 308 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 309 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 310 1.11108843 0.407022563 1.18668592 0.48910284 -0.199049788
## 311 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 312 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 313 0.39687540 -0.750069793 0.42856295 -0.63230728 0.768583513
## 314 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 315 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 316 0.39687540 -0.750069793 0.42856295 -0.63230728 0.768583513
## 317 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 318 2.71175882 1.765221567 3.37570713 2.11062531 -2.518147926
## 319 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 320 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 321 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 322 3.73132871 2.061648156 5.23613914 2.60703279 -3.104246404
## 323 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 324 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 325 0.98616681 0.242412080 0.96778890 0.23524017 0.226231783
## 326 0.99904476 0.264292856 1.19275418 0.49447593 0.072486275
## 327 2.63973234 1.696289739 2.52336521 1.59026713 -2.087410915
## 328 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 329 0.86587252 0.084258146 0.86778805 0.10746476 0.010047042
## 330 0.88971154 0.113238188 1.03652580 0.31668663 -0.460749656
## 331 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 332 1.11108843 0.407022563 1.18668592 0.48910284 -0.199049788
## 333 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 334 0.39494102 -0.720995788 0.44380907 -0.59182356 0.248948834
## 335 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 336 1.37065812 0.681180870 1.37968527 0.68720991 -0.532203368
## 337 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 338 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 339 0.84353556 0.061833186 0.85999204 0.08648020 0.391917062
## 340 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 341 3.05203010 2.096436118 3.97618085 2.44053145 -2.474006643
## 342 3.22534524 2.141520059 2.51537197 1.62792140 -2.919713875
## 343 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 344 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 345 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 346 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 347 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 348 0.08317983 -1.815473743 0.11821490 -1.60094405 1.217939083
## 349 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 350 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 351 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 352 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 353 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 354 0.22236249 -1.293539422 0.13793581 -1.56581336 0.993624329
## 355 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 356 0.86580161 0.077808266 1.03924866 0.32073417 -0.134440005
## 357 0.94760709 0.196664624 1.44498144 0.75609823 0.269862188
## 358 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 359 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 360 1.15329150 0.449297645 1.44302540 0.74793177 -0.242976719
## 361 1.77394360 1.069713763 1.90912089 1.15040153 -0.967017821
## 362 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 363 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 364 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 365 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 366 3.01121001 1.877486844 4.17977247 2.48438559 -2.380737904
## 367 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 368 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 369 0.31480680 -0.603703193 0.29091586 -0.62870904 0.980120544
## 370 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 371 0.45671241 -0.701435612 0.42608818 -0.63667530 1.163938679
## 372 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 373 1.57346548 0.875623480 1.88816620 1.13498196 -0.594426617
## 374 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 375 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 376 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 377 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 378 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 379 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 380 0.08317983 -1.815473743 0.11821490 -1.60094405 1.217939083
## 381 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 382 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 383 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 384 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 385 0.99904476 0.264292856 1.19275418 0.49447593 0.072486275
## 386 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 387 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 388 0.90011275 0.132378104 1.03662514 0.31907227 0.573886320
## 389 1.92979318 1.143038769 2.69044568 1.66399205 -1.156226605
## 390 0.09472401 -1.946333200 0.06403525 -2.00705201 0.738087313
## 391 0.47044881 -0.582119486 0.43925060 -0.59616054 0.544295826
## 392 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 393 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 394 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 395 0.83586601 0.042505521 0.81986862 0.03639546 -0.300252651
## 396 0.94760709 0.196664624 1.44498144 0.75609823 0.269862188
## 397 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 398 0.22236249 -1.293539422 0.13793581 -1.56581336 0.993624329
## 399 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 400 1.80046610 1.054132674 1.50245404 0.80072649 -1.205477528
## 401 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 402 1.62841070 0.939676117 1.98402247 1.20940596 -0.756322444
## 403 1.47922522 0.758683804 1.92792333 1.05190273 -0.757533272
## 404 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 405 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 406 0.41903901 -0.634072803 0.39000468 -0.70013438 0.595516293
## 407 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 408 0.86304715 0.084420841 0.81755265 0.03312313 0.319649486
## 409 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 410 0.47044881 -0.582119486 0.43925060 -0.59616054 0.544295826
## 411 1.81860380 1.110896890 1.91916042 1.16014532 -0.687383869
## 412 0.70667860 -0.067813600 0.54343423 -0.32840388 -0.003621032
## 413 0.39494102 -0.720995788 0.44380907 -0.59182356 0.248948834
## 414 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 415 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 416 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 417 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 418 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 419 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 420 0.70667860 -0.067813600 0.54343423 -0.32840388 -0.003621032
## 421 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 422 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 423 1.28707481 0.595994535 1.64333147 0.93405106 -0.455322930
## 424 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 425 0.90917976 0.140282656 0.93118920 0.18629058 0.193389047
## 426 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 427 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 428 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 429 0.80412974 -0.035737582 0.86182663 0.08127917 0.450467096
## 430 1.87647491 1.134356001 2.30283386 1.44813028 -1.397805715
## 431 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 432 0.63350918 -0.266740890 0.68593296 -0.15398720 -0.065154277
## 433 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 434 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 435 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 436 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 437 0.84353556 0.061833186 0.85999204 0.08648020 0.391917062
## 438 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 439 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 440 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 441 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 442 0.72417692 -0.008192682 1.12097487 0.45049989 0.170270694
## 443 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 444 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 445 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 446 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 447 0.09472401 -1.946333200 0.06403525 -2.00705201 0.738087313
## 448 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 449 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 450 0.75290340 0.023237790 0.64927798 -0.03701526 -0.232573032
## 451 2.13819865 1.235303858 1.48977872 0.75613707 -1.357890191
## 452 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 453 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 454 0.81200215 0.036214799 1.01087700 0.28984599 -0.135411905
## 455 0.80631173 0.059431646 0.81337198 0.06248628 0.455741339
## 456 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 457 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 458 0.50081016 -0.600715811 0.45407218 -0.60024021 0.897849734
## 459 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 460 0.50081016 -0.600715811 0.45407218 -0.60024021 0.897849734
## 461 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 462 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 463 1.52161768 0.818056292 2.08509213 1.27863208 -0.970692294
## 464 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 465 2.06668737 1.284787519 1.81576838 1.07806286 -1.218779418
## 466 0.99904476 0.264292856 1.19275418 0.49447593 0.072486275
## 467 0.86587252 0.084258146 0.86778805 0.10746476 0.010047042
## 468 1.47922522 0.758683804 1.92792333 1.05190273 -0.757533272
## 469 0.39687540 -0.750069793 0.42856295 -0.63230728 0.768583513
## 470 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 471 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 472 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 473 0.69764612 -0.209805114 0.82195438 0.05616756 0.708343154
## 474 2.17762416 1.399468797 2.76904504 1.78905617 -1.285735565
## 475 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 476 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 477 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 478 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 479 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 480 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 481 0.86587252 0.084258146 0.86778805 0.10746476 0.010047042
## 482 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 483 3.73132871 2.061648156 5.23613914 2.60703279 -3.104246404
## 484 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 485 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 486 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 487 0.86304715 0.084420841 0.81755265 0.03312313 0.319649486
## 488 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 489 0.91793087 0.147648042 1.30529892 0.61560621 -0.130993645
## 490 0.27722548 -1.040969024 0.24087995 -1.09865490 0.401492462
## 491 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 492 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 493 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 494 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 495 0.42757691 -0.678514936 0.47135022 -0.53071044 0.180386407
## 496 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 497 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 498 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 499 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 500 3.17980235 2.028879732 2.93247176 1.84435458 -2.366645892
## 501 1.18894588 0.489956756 1.37473492 0.68376199 0.267374093
## 502 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 503 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 504 0.19073866 -1.314626637 0.20894907 -1.24169559 0.673392032
## 505 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 506 1.07723979 0.360316068 1.17928600 0.48050637 -0.221194613
## 507 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 508 3.05203010 2.096436118 3.97618085 2.44053145 -2.474006643
## 509 3.65510398 2.333575180 3.89798503 2.37918026 -2.586642503
## 510 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 511 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 512 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 513 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 514 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 515 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 516 2.04113570 1.342279847 2.56930269 1.61501823 -0.739207476
## 517 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 518 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 519 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 520 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 521 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 522 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 523 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 524 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 525 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 526 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 527 0.81552942 0.010786637 0.64472310 -0.24593031 -0.388037656
## 528 0.65897815 -0.286989897 0.94217124 0.19224593 0.552709344
## 529 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 530 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 531 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 532 0.69638687 -0.161886799 0.69462666 -0.07735826 0.649792603
## 533 0.22236249 -1.293539422 0.13793581 -1.56581336 0.993624329
## 534 0.98616681 0.242412080 0.96778890 0.23524017 0.226231783
## 535 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 536 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 537 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 538 0.45671241 -0.701435612 0.42608818 -0.63667530 1.163938679
## 539 2.70311906 1.745583382 3.14383542 1.96502732 -1.707146727
## 540 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 541 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 542 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 543 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 544 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 545 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 546 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 547 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 548 0.37075360 -0.671996087 0.26793053 -0.78436116 1.092342088
## 549 0.37075360 -0.671996087 0.26793053 -0.78436116 1.092342088
## 550 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 551 1.02939563 0.297676365 1.05508799 0.34044211 -0.163880167
## 552 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 553 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 554 0.70667860 -0.067813600 0.54343423 -0.32840388 -0.003621032
## 555 0.19073866 -1.314626637 0.20894907 -1.24169559 0.673392032
## 556 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 557 3.02718193 1.926393712 2.72791562 1.72578281 -2.402477354
## 558 1.54428043 0.815510932 1.83839337 1.04475120 -0.525188246
## 559 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 560 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 561 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 562 0.72417692 -0.008192682 1.12097487 0.45049989 0.170270694
## 563 2.04113570 1.342279847 2.56930269 1.61501823 -0.739207476
## 564 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 565 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 566 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 567 1.57346548 0.875623480 1.88816620 1.13498196 -0.594426617
## 568 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 569 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 570 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 571 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 572 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 573 1.80046610 1.054132674 1.50245404 0.80072649 -1.205477528
## 574 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 575 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 576 0.99025495 0.298715557 0.92890912 0.22969166 -0.183268316
## 577 6.56667272 3.386176927 5.85253637 3.15255494 -4.147116083
## 578 0.30481781 -1.067333847 0.34154890 -0.87587369 1.109821690
## 579 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 580 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 581 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 582 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 583 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 584 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 585 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 586 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 587 1.37065812 0.681180870 1.37968527 0.68720991 -0.532203368
## 588 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 589 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 590 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 591 2.52198331 1.461375677 3.45545651 1.86169154 -1.210611997
## 592 0.43051338 -0.682810557 0.51378921 -0.45738265 0.330504263
## 593 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 594 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 595 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 596 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 597 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 598 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 599 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 600 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 601 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 602 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 603 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 604 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 605 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 606 0.39687540 -0.750069793 0.42856295 -0.63230728 0.768583513
## 607 0.80631173 0.059431646 0.81337198 0.06248628 0.455741339
## 608 1.78560481 1.082040763 1.87790834 1.12862464 -0.513949005
## 609 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 610 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 611 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 612 0.09472401 -1.946333200 0.06403525 -2.00705201 0.738087313
## 613 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 614 2.52198331 1.461375677 3.45545651 1.86169154 -1.210611997
## 615 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 616 2.17762416 1.399468797 2.76904504 1.78905617 -1.285735565
## 617 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 618 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 619 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 620 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 621 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 622 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 623 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 624 1.27982398 0.590318792 1.73216958 0.97749799 -0.107886465
## 625 0.71353795 -0.177021404 0.48119931 -0.47678760 0.632210897
## 626 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 627 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 628 6.91575777 3.732961884 5.77615018 3.25648359 -6.597532117
## 629 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 630 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 631 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 632 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 633 0.08317983 -1.815473743 0.11821490 -1.60094405 1.217939083
## 634 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 635 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 636 0.80631173 0.059431646 0.81337198 0.06248628 0.455741339
## 637 2.32573162 1.472775086 2.98322684 1.88633218 -1.528118192
## 638 1.11108843 0.407022563 1.18668592 0.48910284 -0.199049788
## 639 0.71001513 0.009144889 1.12676344 0.46156909 -0.048797200
## 640 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 641 1.47922522 0.758683804 1.92792333 1.05190273 -0.757533272
## 642 0.71001513 0.009144889 1.12676344 0.46156909 -0.048797200
## 643 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 644 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 645 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 646 0.69638687 -0.161886799 0.69462666 -0.07735826 0.649792603
## 647 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 648 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 649 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 650 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 651 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 652 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 653 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 654 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 655 2.52198331 1.461375677 3.45545651 1.86169154 -1.210611997
## 656 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 657 0.81200215 0.036214799 1.01087700 0.28984599 -0.135411905
## 658 5.72670278 2.837326365 4.53514034 2.21992506 -3.393957279
## 659 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 660 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 661 0.98616681 0.242412080 0.96778890 0.23524017 0.226231783
## 662 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 663 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 664 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 665 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 666 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 667 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 668 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 669 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 670 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 671 0.72417692 -0.008192682 1.12097487 0.45049989 0.170270694
## 672 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 673 0.86587252 0.084258146 0.86778805 0.10746476 0.010047042
## 674 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 675 1.37065812 0.681180870 1.37968527 0.68720991 -0.532203368
## 676 1.34469697 0.659626923 1.44023028 0.74637593 -0.932084899
## 677 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 678 0.65897815 -0.286989897 0.94217124 0.19224593 0.552709344
## 679 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 680 2.03439005 1.163846262 1.45249755 0.73009825 -1.572664571
## 681 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 682 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 683 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 684 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 685 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 686 0.47044881 -0.582119486 0.43925060 -0.59616054 0.544295826
## 687 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 688 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 689 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 690 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 691 0.41903901 -0.634072803 0.39000468 -0.70013438 0.595516293
## 692 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 693 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 694 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 695 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 696 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 697 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 698 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 699 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 700 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 701 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 702 0.01972960 -2.422752457 0.02756030 -2.28142973 0.896551760
## 703 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 704 0.80631173 0.059431646 0.81337198 0.06248628 0.455741339
## 705 1.36039274 0.679827196 1.63335846 0.93709168 0.008570355
## 706 2.95043297 1.933279087 3.31018750 2.06970912 -2.333169151
## 707 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 708 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 709 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 710 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 711 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 712 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 713 0.84758362 0.065502523 0.85184491 0.07402206 0.485333046
## 714 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 715 0.91208838 0.120576500 0.96672953 0.23444732 -0.346174070
## 716 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 717 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 718 1.27982398 0.590318792 1.73216958 0.97749799 -0.107886465
## 719 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 720 2.04113570 1.342279847 2.56930269 1.61501823 -0.739207476
## 721 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 722 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 723 5.07019055 2.632234954 7.20149842 3.33033124 -4.587205896
## 724 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 725 0.88971154 0.113238188 1.03652580 0.31668663 -0.460749656
## 726 0.59919519 -0.338012871 0.56643753 -0.36215608 0.347469407
## 727 0.69638687 -0.161886799 0.69462666 -0.07735826 0.649792603
## 728 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 729 1.47922522 0.758683804 1.92792333 1.05190273 -0.757533272
## 730 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 731 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 732 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 733 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 734 0.69764612 -0.209805114 0.82195438 0.05616756 0.708343154
## 735 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 736 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 737 1.63244940 0.942569446 1.98270358 1.21272341 -0.961022172
## 738 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 739 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 740 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 741 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 742 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 743 1.34469697 0.659626923 1.44023028 0.74637593 -0.932084899
## 744 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 745 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 746 0.90011275 0.132378104 1.03662514 0.31907227 0.573886320
## 747 5.07019055 2.632234954 7.20149842 3.33033124 -4.587205896
## 748 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 749 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 750 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 751 0.42757691 -0.678514936 0.47135022 -0.53071044 0.180386407
## 752 2.13196188 1.366412427 2.27521818 1.42376860 -1.559155458
## 753 1.36039274 0.679827196 1.63335846 0.93709168 0.008570355
## 754 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 755 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 756 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 757 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 758 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 759 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 760 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 761 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 762 0.80631173 0.059431646 0.81337198 0.06248628 0.455741339
## 763 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 764 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 765 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 766 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 767 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 768 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 769 0.52519970 -0.447648344 0.63861371 -0.23367402 0.607929657
## 770 3.05203010 2.096436118 3.97618085 2.44053145 -2.474006643
## 771 0.90011275 0.132378104 1.03662514 0.31907227 0.573886320
## 772 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 773 0.71353795 -0.177021404 0.48119931 -0.47678760 0.632210897
## 774 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 775 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 776 0.90011275 0.132378104 1.03662514 0.31907227 0.573886320
## 777 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 778 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 779 2.52198331 1.461375677 3.45545651 1.86169154 -1.210611997
## 780 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 781 1.37069479 0.666861447 1.52962859 0.78884157 -1.136135705
## 782 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 783 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 784 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 785 0.70667860 -0.067813600 0.54343423 -0.32840388 -0.003621032
## 786 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 787 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 788 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 789 0.21641711 -1.209228048 0.23094507 -1.15094420 0.639738475
## 790 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 791 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 792 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 793 1.54428043 0.815510932 1.83839337 1.04475120 -0.525188246
## 794 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 795 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 796 0.42683617 -0.674435401 0.56631056 -0.38119087 0.573325879
## 797 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 798 0.21641711 -1.209228048 0.23094507 -1.15094420 0.639738475
## 799 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 800 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 801 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 802 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 803 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 804 0.52238760 -0.288650811 0.33646089 -0.47129332 0.176014198
## 805 7.51657851 3.821004182 6.74941148 3.53400199 -7.453258381
## 806 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 807 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 808 0.88971154 0.113238188 1.03652580 0.31668663 -0.460749656
## 809 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 810 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 811 1.08004697 0.359349057 1.30817315 0.61593462 -0.227123812
## 812 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 813 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 814 0.45671241 -0.701435612 0.42608818 -0.63667530 1.163938679
## 815 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 816 0.54657710 -0.285730421 0.66365077 -0.11181931 0.446461755
## 817 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 818 1.82821899 1.115658365 1.88309762 1.13463281 -1.075359522
## 819 1.54428043 0.815510932 1.83839337 1.04475120 -0.525188246
## 820 0.33310058 -0.909507711 0.39936282 -0.68286644 0.794928322
## 821 0.27722548 -1.040969024 0.24087995 -1.09865490 0.401492462
## 822 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 823 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 824 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 825 1.07723979 0.360316068 1.17928600 0.48050637 -0.221194613
## 826 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 827 16.48802108 5.243045469 13.09979809 4.61209377 -9.217487826
## 828 0.20118827 -1.286836039 0.18962429 -1.29180804 0.311923349
## 829 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 830 5.21677631 3.028305750 4.34295436 2.62698770 -4.529285526
## 831 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416
## 832 0.71353795 -0.177021404 0.48119931 -0.47678760 0.632210897
## 833 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 834 0.69764612 -0.209805114 0.82195438 0.05616756 0.708343154
## 835 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 836 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 837 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 838 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 839 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 840 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 841 0.27722548 -1.040969024 0.24087995 -1.09865490 0.401492462
## 842 0.27722548 -1.040969024 0.24087995 -1.09865490 0.401492462
## 843 1.47922522 0.758683804 1.92792333 1.05190273 -0.757533272
## 844 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 845 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 846 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 847 0.99025495 0.298715557 0.92890912 0.22969166 -0.183268316
## 848 0.38841075 -0.738728964 0.59217587 -0.32546562 1.030505309
## 849 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 850 0.75860845 -0.018356882 0.65737980 -0.17406607 -0.356875789
## 851 0.86587252 0.084258146 0.86778805 0.10746476 0.010047042
## 852 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 853 0.39494102 -0.720995788 0.44380907 -0.59182356 0.248948834
## 854 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 855 0.69682466 -0.149022833 0.82587313 0.04675087 0.884291670
## 856 0.67816945 -0.062978933 0.76585318 0.12772463 0.323288119
## 857 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 858 2.17762416 1.399468797 2.76904504 1.78905617 -1.285735565
## 859 0.07980753 -1.940465372 0.09181257 -1.73247668 0.487498533
## 860 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 861 0.06711588 -2.025654432 0.07925362 -1.80327325 1.127399021
## 862 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 863 1.78560481 1.082040763 1.87790834 1.12862464 -0.513949005
## 864 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 865 0.83586601 0.042505521 0.81986862 0.03639546 -0.300252651
## 866 0.79304844 0.074433954 1.06370764 0.40536177 0.577486020
## 867 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 868 1.83610682 1.102418997 2.27871891 1.42858800 -0.670095634
## 869 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 870 0.45941583 -0.515688736 0.62847993 -0.22528813 0.589823987
## 871 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 872 2.13196188 1.366412427 2.27521818 1.42376860 -1.559155458
## 873 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 874 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 875 0.08033040 -1.774946381 0.09852509 -1.67075966 1.036836714
## 876 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 877 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 878 0.42354735 -0.699635615 0.51614731 -0.44636670 0.090319134
## 879 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 880 4.39325138 2.705850043 4.60882041 2.71138164 -4.104982582
## 881 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 882 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 883 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 884 0.66379101 -0.232414096 0.73353240 -0.08687288 0.868453057
## 885 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 886 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 887 5.07019055 2.632234954 7.20149842 3.33033124 -4.587205896
## 888 0.81200215 0.036214799 1.01087700 0.28984599 -0.135411905
## 889 0.80631173 0.059431646 0.81337198 0.06248628 0.455741339
## 890 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 891 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 892 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 893 3.05203010 2.096436118 3.97618085 2.44053145 -2.474006643
## 894 1.81860380 1.110896890 1.91916042 1.16014532 -0.687383869
## 895 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 896 0.81200215 0.036214799 1.01087700 0.28984599 -0.135411905
## 897 0.95619870 0.198643965 0.97361002 0.23086729 0.510076245
## 898 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 899 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 900 1.11211202 0.417999247 1.51062633 0.79619378 0.420463444
## 901 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 902 1.09936114 0.387118225 1.12349315 0.41756636 -0.297433036
## 903 0.11006538 -1.745800430 0.09904087 -1.69727456 0.859822485
## 904 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 905 0.83586601 0.042505521 0.81986862 0.03639546 -0.300252651
## 906 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 907 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 908 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 909 1.54428043 0.815510932 1.83839337 1.04475120 -0.525188246
## 910 0.61288823 0.071255989 0.98782219 0.36608258 0.734889931
## 911 0.37570022 -0.796950650 0.41724756 -0.65733855 0.738485954
## 912 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 913 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 914 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 915 0.75860845 -0.018356882 0.65737980 -0.17406607 -0.356875789
## 916 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 917 0.38699665 -0.872184961 0.63648299 -0.24313962 0.417546812
## 918 0.40220959 -0.741378527 0.30938442 -0.95241681 0.733421904
## 919 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 920 0.34638408 -0.825418292 0.37369126 -0.74971075 0.384870303
## 921 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 922 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 923 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 924 0.44868040 -0.540192200 0.36566557 -0.72935630 0.809333755
## 925 0.23483018 -0.752988645 0.15207694 -0.80570896 0.828966685
## 926 0.75290340 0.023237790 0.64927798 -0.03701526 -0.232573032
## 927 0.30263798 -0.966496978 0.32872948 -0.85192049 1.341415063
## 928 0.83586601 0.042505521 0.81986862 0.03639546 -0.300252651
## 929 0.15296619 -1.537741730 0.18245922 -1.30770547 1.438082835
## 930 0.70667860 -0.067813600 0.54343423 -0.32840388 -0.003621032
## 931 0.30481781 -1.067333847 0.34154890 -0.87587369 1.109821690
## 932 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 933 0.52238760 -0.288650811 0.33646089 -0.47129332 0.176014198
## 934 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 935 2.37644817 1.490020979 2.70901339 1.70638355 -1.651036913
## 936 0.27352898 -0.882564250 0.33992613 -0.73374732 0.457774964
## 937 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 938 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 939 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 940 1.72193809 1.008902072 2.24795227 1.40379446 -0.713719260
## 941 0.10374298 -1.928408757 0.14651965 -1.50785816 0.928693964
## 942 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 943 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 944 0.99904476 0.264292856 1.19275418 0.49447593 0.072486275
## 945 0.38165420 -0.208795687 0.55183406 0.01756541 0.783064074
## 946 0.06382306 -1.638514826 0.04429088 -1.79685271 0.892526892
## 947 0.89713021 0.130850961 1.12632468 0.42218108 0.317176580
## 948 1.81493940 1.089218259 1.57216773 0.87457423 -1.167079680
## 949 0.26802297 -1.068616566 0.36624990 -0.77394472 1.255610421
## 950 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 951 1.02939563 0.297676365 1.05508799 0.34044211 -0.163880167
## 952 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 953 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 954 0.18040948 -1.063821710 0.24954321 -0.83107647 0.832885882
## 955 0.29301253 -0.748682582 0.27848477 -0.70730542 1.104077074
## 956 0.25269763 -0.852491537 0.21284282 -0.93855001 1.006547790
## 957 0.85438465 0.064382399 1.01663774 0.28626879 0.051104818
## 958 0.76231575 -0.015028390 1.03731808 0.32706517 0.538380800
## 959 0.08317983 -1.815473743 0.11821490 -1.60094405 1.217939083
## 960 0.04520489 -2.122066947 0.02714111 -2.28054029 1.278578416#5
DGS_IRT_5 = mirt(data = DGS_7model_5,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -8176.597, Max-Change: 0.95368
Iteration: 2, Log-Lik: -7869.174, Max-Change: 0.41445
Iteration: 3, Log-Lik: -7830.672, Max-Change: 0.21473
Iteration: 4, Log-Lik: -7815.608, Max-Change: 0.29611
Iteration: 5, Log-Lik: -7806.426, Max-Change: 0.12546
Iteration: 6, Log-Lik: -7804.046, Max-Change: 0.06986
Iteration: 7, Log-Lik: -7802.467, Max-Change: 0.04385
Iteration: 8, Log-Lik: -7801.766, Max-Change: 0.03518
Iteration: 9, Log-Lik: -7801.330, Max-Change: 0.03130
Iteration: 10, Log-Lik: -7801.035, Max-Change: 0.01726
Iteration: 11, Log-Lik: -7800.894, Max-Change: 0.01395
Iteration: 12, Log-Lik: -7800.802, Max-Change: 0.00936
Iteration: 13, Log-Lik: -7800.686, Max-Change: 0.00741
Iteration: 14, Log-Lik: -7800.656, Max-Change: 0.00375
Iteration: 15, Log-Lik: -7800.637, Max-Change: 0.00289
Iteration: 16, Log-Lik: -7800.621, Max-Change: 0.00291
Iteration: 17, Log-Lik: -7800.609, Max-Change: 0.00156
Iteration: 18, Log-Lik: -7800.602, Max-Change: 0.00125
Iteration: 19, Log-Lik: -7800.585, Max-Change: 0.00101
Iteration: 20, Log-Lik: -7800.583, Max-Change: 0.00091
Iteration: 21, Log-Lik: -7800.582, Max-Change: 0.00100
Iteration: 22, Log-Lik: -7800.581, Max-Change: 0.00070
Iteration: 23, Log-Lik: -7800.580, Max-Change: 0.00045
Iteration: 24, Log-Lik: -7800.579, Max-Change: 0.00041
Iteration: 25, Log-Lik: -7800.578, Max-Change: 0.00052
Iteration: 26, Log-Lik: -7800.578, Max-Change: 0.00032
Iteration: 27, Log-Lik: -7800.577, Max-Change: 0.00027
Iteration: 28, Log-Lik: -7800.576, Max-Change: 0.00075
Iteration: 29, Log-Lik: -7800.576, Max-Change: 0.00037
Iteration: 30, Log-Lik: -7800.576, Max-Change: 0.00011
Iteration: 31, Log-Lik: -7800.576, Max-Change: 0.00040
Iteration: 32, Log-Lik: -7800.575, Max-Change: 0.00024
Iteration: 33, Log-Lik: -7800.575, Max-Change: 0.00011
Iteration: 34, Log-Lik: -7800.575, Max-Change: 0.00038
Iteration: 35, Log-Lik: -7800.575, Max-Change: 0.00036
Iteration: 36, Log-Lik: -7800.575, Max-Change: 0.00016
Iteration: 37, Log-Lik: -7800.575, Max-Change: 0.00009summary(DGS_IRT_5)## F1 h2
## DGS_20 0.282 0.0797
## DGS_28 0.731 0.5346
## DGS_35 0.587 0.3443
## DGS_48 0.358 0.1279
## DGS_68 0.598 0.3572
##
## SS loadings: 1.444
## Proportion Var: 0.289
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_5, IRTpars = T)## $DGS_20
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.501 -2.304 -0.137 0.334 -0.155 1.697 3.033 0
##
## $DGS_28
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.824 -1.056 -0.077 0.567 0.783 1.365 2.131 0
##
## $DGS_35
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.233 -1.365 -0.336 0.145 0.573 1.678 1.894 0
##
## $DGS_48
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.652 -1.533 -0.028 0.565 1.506 1.745 2.603 0
##
## $DGS_68
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.269 -1.002 -0.084 0.552 0.535 1.611 2.027 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_5, 5, type = "trace")
itemplot(DGS_IRT_5, 3, type = "info")
plot(DGS_IRT_5, type = "trace")
plot(DGS_IRT_5, type = "info")
plot(DGS_IRT_5) #expected score curve
#person fit
fscores(DGS_IRT_5) #factor score for each participants## F1
## [1,] 0.8574745237
## [2,] 1.8876839634
## [3,] -0.2401495897
## [4,] 0.7612585540
## [5,] -0.0163129323
## [6,] 0.0549700485
## [7,] 0.3053445353
## [8,] 1.0988514740
## [9,] 0.1642694548
## [10,] 0.0441389300
## [11,] -0.2972869723
## [12,] 0.4706232616
## [13,] 0.0607979439
## [14,] -0.0380157846
## [15,] -0.4190878828
## [16,] -0.2594262615
## [17,] 0.2765557974
## [18,] 0.5138995603
## [19,] -0.2548502050
## [20,] 1.5229180097
## [21,] -0.7965703237
## [22,] -0.0597528893
## [23,] 0.1489301070
## [24,] 0.1624713683
## [25,] 0.9324202091
## [26,] -1.5687323378
## [27,] -1.8851660325
## [28,] 0.6476232959
## [29,] -0.6263001115
## [30,] -0.8957413062
## [31,] -0.7621978617
## [32,] 1.0833891450
## [33,] -0.4115310435
## [34,] 0.4974604715
## [35,] -2.1088221092
## [36,] 0.6658889843
## [37,] -0.1630644403
## [38,] -0.1108946545
## [39,] 0.0332634411
## [40,] 0.1815442390
## [41,] -0.2672596004
## [42,] -1.6975189541
## [43,] 1.4724422376
## [44,] 1.4336026972
## [45,] 0.4787399296
## [46,] -0.9147908113
## [47,] -1.4985732335
## [48,] -2.1088221092
## [49,] -0.8735307337
## [50,] 0.3080418928
## [51,] -0.9037714651
## [52,] -0.5909650288
## [53,] 0.1233459195
## [54,] 0.6645958200
## [55,] -1.0697314497
## [56,] 0.9546024676
## [57,] 0.7297298293
## [58,] 0.9086283887
## [59,] -0.4401070455
## [60,] 0.3441871843
## [61,] 0.7734912251
## [62,] 0.9686254306
## [63,] 0.4251523634
## [64,] 1.4476691924
## [65,] 0.5476508055
## [66,] 0.4317361836
## [67,] -0.6978335939
## [68,] -0.2442108122
## [69,] -0.5129312717
## [70,] 0.1372869398
## [71,] 1.2162635156
## [72,] -0.1259843808
## [73,] 1.8545193632
## [74,] 0.5254804212
## [75,] -1.1073541669
## [76,] 0.1652799304
## [77,] -0.5909650288
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## [668,] -1.7077130964
## [669,] 0.7287333834
## [670,] -0.1662571599
## [671,] -1.2287628124
## [672,] -0.6713723471
## [673,] 1.2922214727
## [674,] 1.3033334853
## [675,] 0.4164337309
## [676,] -0.7050943061
## [677,] -0.4128221427
## [678,] 0.7867173965
## [679,] -0.8222884980
## [680,] 0.7242645945
## [681,] -0.0802299504
## [682,] 2.0851570943
## [683,] 1.0939862632
## [684,] 1.4495345538
## [685,] 1.2314054783
## [686,] 0.5592392583
## [687,] 0.3751557184
## [688,] 0.6976001988
## [689,] 1.5306159822
## [690,] 1.7750224392
## [691,] -0.0503004745
## [692,] 0.9050078508
## [693,] -1.1714257379
## [694,] 0.2291797105
## [695,] 0.3514552197
## [696,] 0.4541014749
## [697,] 0.4408420129
## [698,] 0.4732397492
## [699,] 0.1038989835
## [700,] 0.5723450450
## [701,] 0.7312953104
## [702,] 0.0900842233
## [703,] 0.4706232616
## [704,] -0.1706061868
## [705,] -0.8685019879
## [706,] 1.0771526258
## [707,] 0.5434882855
## [708,] 0.7799575152
## [709,] 0.3441871843
## [710,] -0.3400526011
## [711,] -0.3280930572
## [712,] 0.1517107217
## [713,] -0.0230544654
## [714,] -0.8889875068
## [715,] 0.8233574144
## [716,] 2.8350336701
## [717,] -0.5166544697
## [718,] 2.5233345861
## [719,] -0.4239891410
## [720,] 1.1664913320
## [721,] -0.6866210849
## [722,] 1.8373722190
## [723,] -0.4681912133
## [724,] 0.2434845190
## [725,] -0.5166544697
## [726,] 1.5975066807
## [727,] -0.9959714746
## [728,] -0.7050943061
## [729,] 0.1324510305
## [730,] 0.5502480714
## [731,] 0.0076404891
## [732,] 0.2189628821
## [733,] -0.8877896564
## [734,] -1.0927334660
## [735,] -0.2743559395
## [736,] 0.0978650756
## [737,] -0.2445997389
## [738,] -0.4142498924
## [739,] 0.2566460417
## [740,] -1.9344306139
## [741,] 1.4488107680
## [742,] -0.7050943061
## [743,] -0.6031950196
## [744,] 0.2839015985
## [745,] 0.8728605434
## [746,] 0.3441871843
## [747,] -0.7050943061
## [748,] -0.1096546894
## [749,] 0.4919721095
## [750,] -0.0775465448
## [751,] -0.2479129309
## [752,] 1.1531567493
## [753,] -1.5449720023
## [754,] -1.5903196737
## [755,] -1.6315062791
## [756,] 0.6556613498
## [757,] -0.6810104520
## [758,] 1.2130735410
## [759,] 0.4434315277
## [760,] 0.8321459683
## [761,] 0.1363076817
## [762,] 0.0053892140
## [763,] -0.7873699230
## [764,] -0.7499997021
## [765,] 0.5476508055
## [766,] -1.1433642979
## [767,] -0.4379173614
## [768,] 0.0679579721
## [769,] 0.4767590949
## [770,] 0.3504941387
## [771,] -1.3762220051
## [772,] -0.7873699230
## [773,] 0.8575122932
## [774,] -0.8565869962
## [775,] -1.0247022806
## [776,] 0.2070101198
## [777,] 0.9241225596
## [778,] -1.6315062791
## [779,] 0.1718577091
## [780,] -1.4038848917
## [781,] 0.4822943436
## [782,] 1.2291971134
## [783,] 0.0339762563
## [784,] 2.1519403480
## [785,] -1.7312130833
## [786,] 0.3633197209
## [787,] 0.1517107217
## [788,] 0.5065279733
## [789,] -1.7761151914
## [790,] -0.3247015429
## [791,] -0.0927327364
## [792,] 0.2781923164
## [793,] -0.4731614229
## [794,] 1.2091773243
## [795,] -0.5803657063
## [796,] -0.1848929210
## [797,] -1.4038848917
## [798,] -0.2133748510
## [799,] -0.2255011517
## [800,] 0.0961347681
## [801,] -0.6263001115
## [802,] 0.8386234417
## [803,] 0.1106542068
## [804,] 1.3096368744
## [805,] 0.3567926846
## [806,] -0.1848929210
## [807,] -0.5803657063
## [808,] 0.9686254306
## [809,] 0.2546147222
## [810,] 0.3843883243
## [811,] 0.5138995603
## [812,] 1.5229180097
## [813,] 2.0131856771
## [814,] -1.9344306139
## [815,] -0.7050943061
## [816,] 0.5996355694
## [817,] -0.6263001115
## [818,] 0.2959897482
## [819,] 1.9210543118
## [820,] 0.7181718899
## [821,] 0.6495856040
## [822,] 0.8330920307
## [823,] 0.2226764531
## [824,] 1.0368846883
## [825,] 1.2353737935
## [826,] 0.1028673908
## [827,] 1.6556112874
## [828,] -1.0142445066
## [829,] 0.5476508055
## [830,] 2.1411831565
## [831,] -0.1096546894
## [832,] 1.4543938502
## [833,] -0.7873699230
## [834,] 1.0796502541
## [835,] 0.1144988350
## [836,] 0.0310343528
## [837,] -0.7873699230
## [838,] 0.5502480714
## [839,] 0.0800928305
## [840,] -0.0981779070
## [841,] -0.5036046468
## [842,] -0.7873699230
## [843,] 0.5325548243
## [844,] -0.5336018460
## [845,] 0.2312255035
## [846,] -0.0760036505
## [847,] 0.4170730759
## [848,] 0.7181718899
## [849,] -0.1571901209
## [850,] -0.1674072914
## [851,] -0.2445997389
## [852,] -0.6810104520
## [853,] -0.4450598792
## [854,] 1.4951473021
## [855,] 1.2184619334
## [856,] -0.4352183504
## [857,] -0.7050943061
## [858,] -1.4985732335
## [859,] 0.7297298293
## [860,] -1.5109220962
## [861,] 0.2397537042
## [862,] -2.1088221092
## [863,] 0.5566434564
## [864,] 0.1683753278
## [865,] -0.0193132609
## [866,] 0.1233866618
## [867,] -0.1619165245
## [868,] 2.3949532375
## [869,] 2.0944667927
## [870,] -0.6496894908
## [871,] -0.5261328585
## [872,] -0.0916193284
## [873,] 0.1106132852
## [874,] 0.3725356688
## [875,] 0.2152057024
## [876,] -0.0112042562
## [877,] -0.0843313730
## [878,] 1.0368846883
## [879,] 0.7323291505
## [880,] -0.1916328194
## [881,] 1.3219779941
## [882,] -1.5903196737
## [883,] 1.2184203858
## [884,] 0.2996657701
## [885,] 0.0379716382
## [886,] 1.1570215408
## [887,] 2.8350336701
## [888,] -0.1096546894
## [889,] -1.1433642979
## [890,] 0.6002636593
## [891,] -1.0470336621
## [892,] 0.7805904564
## [893,] -1.9344306139
## [894,] 0.5557091594
## [895,] 0.7056514409
## [896,] 0.0076404891
## [897,] -1.5593609736
## [898,] -0.3353975408
## [899,] -0.7933134846
## [900,] 0.7997357320
## [901,] 0.0657576690
## [902,] -0.1271143334
## [903,] 0.4671012158
## [904,] 1.7001551913
## [905,] 0.6796855464
## [906,] -0.0193132609
## [907,] 0.1401188304
## [908,] -0.5454178473
## [909,] 0.4268353382
## [910,] -1.6874935610
## [911,] 1.1064159597
## [912,] 0.3689187388
## [913,] 0.7358275359
## [914,] 0.4496272720
## [915,] 0.2434845190
## [916,] -0.6810104520
## [917,] -1.9344306139
## [918,] -0.6263001115
## [919,] 0.7207319425
## [920,] -1.8851660325
## [921,] 1.8477475631
## [922,] 0.0054317631
## [923,] 1.2331623429
## [924,] -1.0142445066
## [925,] 0.3080032993
## [926,] 0.2839015985
## [927,] -2.1088221092
## [928,] -0.4079478593
## [929,] 0.3464915208
## [930,] 0.5540472487
## [931,] 0.6661933929
## [932,] 0.1084873009
## [933,] 0.0357885950
## [934,] 0.2788973752
## [935,] 1.2483529014
## [936,] 1.2922641395
## [937,] -1.4186118025
## [938,] -0.8940743677
## [939,] 0.2765557974
## [940,] -2.1088221092
## [941,] -0.8940743677
## [942,] -1.7077130964
## [943,] 1.3956621971
## [944,] -0.4128221427
## [945,] 0.0001586865
## [946,] 0.3441871843
## [947,] -0.1212331214
## [948,] 0.2630879650
## [949,] 0.1701700101
## [950,] -0.0327049808
## [951,] 1.0507720325
## [952,] 0.4199819166
## [953,] 0.6207595985
## [954,] -0.0152340293
## [955,] 1.3526981856
## [956,] 0.9407323841
## [957,] 2.8350336701
## [958,] 0.8266272905
## [959,] 0.8422024360
## [960,] 0.7886972549mirt::itemfit(DGS_IRT_5)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_20 96.916 80 0.015 0.096
## 2 DGS_28 81.288 56 0.022 0.015
## 3 DGS_35 75.708 60 0.017 0.083
## 4 DGS_48 92.129 71 0.018 0.047
## 5 DGS_68 70.006 62 0.012 0.227mirt::personfit(DGS_IRT_5)## outfit z.outfit infit z.infit Zh
## 1 0.87392304 -0.0340320462 0.94532339 0.099521492 0.167636999
## 2 0.38081434 -1.1297209224 0.37284224 -1.066040887 1.063593897
## 3 0.70573707 -0.3311984738 0.77928974 -0.189113353 0.677886889
## 4 0.67848094 -0.4468822756 0.71987583 -0.348690370 0.836050028
## 5 0.83536921 -0.0977698800 0.85669268 -0.062713015 0.564183211
## 6 0.43185923 -1.0579058530 0.54700002 -0.751819628 0.885300771
## 7 0.33089670 -1.4526428507 0.31488196 -1.515027771 0.715401041
## 8 0.35338253 -1.2593570357 0.35990244 -1.225076852 1.165275289
## 9 0.80589463 -0.1711193831 0.68346850 -0.436644817 0.225680219
## 10 0.71483308 -0.3470464485 0.72247701 -0.338512437 0.610041087
## 11 0.64040752 -0.4623323911 0.75876065 -0.221688798 0.876875346
## 12 0.20643213 -2.0112050929 0.22699613 -1.897639367 1.351309437
## 13 3.35007547 2.7439988528 3.02039214 2.504872215 -4.052332164
## 14 1.67939651 1.1507471491 1.72927573 1.219171797 -0.981991674
## 15 0.23493488 -1.6149705911 0.20234243 -1.743539948 1.047656629
## 16 0.32477013 -1.3177394174 0.28257048 -1.480492825 1.003508319
## 17 0.56443912 -0.7320943121 0.58788429 -0.674659868 1.185716154
## 18 0.78798229 -0.2239656757 0.90800161 0.018307589 0.630649423
## 19 1.78070184 1.2390054261 1.58422422 1.016832530 -0.833770941
## 20 0.23777877 -1.6511879145 0.23026553 -1.633316581 1.336654391
## 21 0.65001588 -0.3937452122 0.41672616 -0.863946042 0.374738788
## 22 0.46462421 -0.9358286252 0.54416743 -0.738165620 0.963361546
## 23 0.43703395 -1.0646509533 0.50480803 -0.879536759 1.014651292
## 24 0.69085819 -0.4141652703 0.57126687 -0.705285780 0.167175986
## 25 0.32893199 -1.3868423419 0.40079203 -1.134813299 1.292277866
## 26 0.43500952 -0.7209155715 0.38287933 -0.669256359 1.032725701
## 27 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
## 28 0.29190370 -1.6062233998 0.38741721 -1.243244592 1.007942610
## 29 0.18431630 -1.7908478981 0.27231945 -1.365635948 1.183602217
## 30 1.39277096 0.7497946582 1.14225206 0.428271305 -0.244278874
## 31 0.48099828 -0.7764758346 0.77736285 -0.122308966 0.738358726
## 32 2.07427215 1.5750045116 2.49417315 1.966464343 -1.490978128
## 33 0.46226069 -0.8720763517 0.45225209 -0.891232053 1.012777134
## 34 0.17976149 -2.1543438594 0.22567078 -1.902403788 1.006150746
## 35 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 36 2.91953644 2.4710019149 2.51987596 2.092816452 -4.436600000
## 37 0.44004165 -0.9817329541 0.50418755 -0.819291912 1.011449422
## 38 1.46007163 0.8712406196 1.42812419 0.834501635 -1.337774695
## 39 2.04866584 1.5763177109 1.73047613 1.230183051 -1.272795956
## 40 0.29533098 -1.5585926005 0.31756368 -1.485006549 0.889558834
## 41 0.23558822 -1.6551482527 0.18826816 -1.883820722 1.225256003
## 42 0.85278548 0.0612647380 0.95374022 0.245207411 0.405854943
## 43 0.76086200 -0.2196458083 0.72802284 -0.270410454 0.602310345
## 44 1.03521425 0.2616129119 1.34481013 0.705927013 -0.011088025
## 45 0.26889347 -1.7188383076 0.23369211 -1.865499187 1.072872799
## 46 0.36898469 -1.0576871759 0.32117248 -1.085163449 0.796727757
## 47 1.75453284 1.0867828783 2.83293491 1.759509518 -0.381789374
## 48 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 49 0.38883566 -1.0067493601 0.66058567 -0.312127771 1.018650094
## 50 0.62851374 -0.5753971624 0.65878627 -0.504188616 0.842913366
## 51 2.31410489 1.6820176294 1.74647748 1.097576918 -1.813000182
## 52 0.19160925 -1.7643798105 0.26247667 -1.416892407 1.485337641
## 53 0.41933913 -1.1126679831 0.56253593 -0.722384710 1.108481188
## 54 1.04163354 0.2608108525 0.98335918 0.160111963 -0.196336029
## 55 1.24314301 0.5593217738 1.76043555 1.084173839 -0.213142432
## 56 1.00118112 0.1984231453 1.11330457 0.381961263 -0.249417840
## 57 0.18794563 -2.0648916183 0.15488876 -2.231625726 0.960002730
## 58 0.17132558 -2.0859619896 0.14308180 -2.231369097 1.581454880
## 59 0.32590468 -1.2715825715 0.34642115 -1.190335516 0.940183363
## 60 0.36773584 -1.3270272849 0.36575867 -1.332938359 1.407258153
## 61 1.91970254 1.4641285874 1.70325425 1.202461570 -1.487854164
## 62 0.17574689 -2.0374053657 0.20210430 -1.884280402 1.726805041
## 63 1.75624306 1.2945902530 1.73784687 1.268661038 -0.850264176
## 64 0.85638665 -0.0406137805 0.86213038 -0.021925794 0.534615927
## 65 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 66 0.18144899 -2.1427438704 0.21429103 -1.960493557 1.016287742
## 67 1.27325906 0.6039274393 1.22912234 0.541174120 -0.071977211
## 68 3.18749354 2.5079977706 2.57090810 2.021735485 -2.990405474
## 69 1.95060208 1.3876324965 1.56262338 0.959195699 -1.558979080
## 70 2.77094213 2.2966768030 2.89961168 2.424396009 -3.052362159
## 71 0.53070094 -0.7337192836 0.69271762 -0.356454990 0.886045860
## 72 1.05250811 0.2865782856 1.17680228 0.479319673 0.068899670
## 73 1.13099837 0.4093307972 1.33014006 0.676654899 0.196136582
## 74 1.11485044 0.3843985359 1.00363230 0.193864293 -0.294775112
## 75 1.09423822 0.3609896640 1.24105134 0.548426337 -0.118543655
## 76 0.15294357 -2.2390755202 0.14150984 -2.329411223 1.004076703
## 77 0.19160925 -1.7643798105 0.26247667 -1.416892407 1.485337641
## 78 0.65980595 -0.4926867054 0.53806270 -0.799553507 0.069119416
## 79 0.80562801 -0.1410888607 0.73016373 -0.296195979 0.110778588
## 80 0.49522753 -0.9144895380 0.55670620 -0.752222627 0.705214802
## 81 0.51937355 -0.7460800504 0.66479923 -0.415016433 0.858045946
## 82 0.14602172 -2.3538206508 0.13387651 -2.424799292 1.094721068
## 83 1.16396338 0.4581972788 0.91312236 0.057592688 0.117015127
## 84 0.17132558 -2.0859619896 0.14308180 -2.231369097 1.581454880
## 85 0.22400503 -1.9005606458 0.22217741 -1.912184779 1.094771144
## 86 0.80486339 -0.1504554677 1.12179713 0.395242506 0.539547859
## 87 0.31220993 -1.3251019654 0.37898672 -1.100691711 1.271359632
## 88 0.61265333 -0.3562600424 0.50709820 -0.423209983 0.718364213
## 89 0.16250601 -2.0181533248 0.13164696 -2.167653552 1.558563761
## 90 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 91 0.44122079 -1.0399326588 0.51871513 -0.812243712 1.135861344
## 92 0.74306027 -0.2950901174 0.78324099 -0.217364541 0.329953043
## 93 0.17500401 -1.9453121624 0.24310671 -1.535911258 1.312353107
## 94 1.39144894 0.8106047311 1.39442546 0.813638325 -0.182453165
## 95 0.11825324 -2.4188973155 0.10505473 -2.493592042 1.538458162
## 96 1.15784326 0.4477353983 0.92095253 0.106907612 -0.354046892
## 97 0.44004165 -0.9817329541 0.50418755 -0.819291912 1.011449422
## 98 0.99730608 0.2022825754 1.44067612 0.834222065 0.240449309
## 99 1.23269579 0.5516901509 1.42567040 0.792171309 -0.428778464
## 100 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
## 101 0.17443116 -1.9636776093 0.15812141 -2.027491709 1.305645767
## 102 0.73733002 -0.3280281739 0.90309965 0.012056310 0.822474290
## 103 1.67896925 1.1771148415 1.55227952 1.011454940 -1.391536015
## 104 0.27988874 -1.6495879606 0.23764786 -1.837672965 1.187021235
## 105 0.67922607 -0.4632901230 0.57819127 -0.702975584 0.669106701
## 106 0.26390435 -1.3993341340 0.19434508 -1.525171648 1.117539254
## 107 1.51325176 0.8599267717 1.57334088 0.872168955 -0.303846425
## 108 0.57790344 -0.5924446478 0.76388997 -0.201827169 0.915006859
## 109 0.51204647 -0.8324717141 0.60288837 -0.594772295 1.280696641
## 110 0.55380598 -0.6747745832 0.43604262 -0.970010379 0.730391524
## 111 1.64908246 1.0625635218 2.30196103 1.681135371 -0.823961498
## 112 1.37206528 0.7835349756 1.43637524 0.872439081 -0.202117955
## 113 0.61878433 -0.5615834542 0.52498324 -0.806994804 0.677014273
## 114 1.73419003 1.2398010543 1.40648177 0.822018922 -0.707438765
## 115 0.17976149 -2.1543438594 0.22567078 -1.902403788 1.006150746
## 116 1.18091612 0.4904228385 1.06575077 0.302329646 0.034762763
## 117 1.22268613 0.5552580331 1.28703969 0.653697648 -0.380515834
## 118 0.47182928 -0.7222077683 0.42801526 -0.679314104 0.916097691
## 119 1.74193228 1.2305691511 1.87951407 1.399053682 -0.737198762
## 120 0.60898459 -0.5639679702 0.68475961 -0.403807746 0.764662279
## 121 0.39326193 -1.0948483663 0.41017498 -1.052067221 0.749151069
## 122 0.36630639 -1.3423894678 0.36805665 -1.327405363 1.394837957
## 123 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 124 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 125 1.09109497 0.3521574396 1.20156981 0.506304129 -0.068777941
## 126 0.98663347 0.2131828057 0.84341952 0.052068556 0.327422062
## 127 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 128 2.54878777 2.0584700769 2.47412282 2.008186887 -2.719251557
## 129 0.68123064 -0.3044231032 0.85400885 0.046081843 0.478085727
## 130 0.93675377 0.0944664482 0.91691460 0.062687833 -0.055137249
## 131 1.15100127 0.4420334565 1.14647338 0.435253833 0.210045821
## 132 0.68263085 -0.4065697688 0.77763076 -0.204346618 0.524841632
## 133 3.00781646 2.1132331453 3.49097810 2.192918759 -1.940611366
## 134 0.34285218 -1.2730904201 0.31002856 -1.402563898 0.863041834
## 135 0.83536921 -0.0977698800 0.85669268 -0.062713015 0.564183211
## 136 0.26390435 -1.3993341340 0.19434508 -1.525171648 1.117539254
## 137 0.69841788 -0.4058038770 0.57447596 -0.705400131 0.429660417
## 138 0.28047179 -1.5990651503 0.27198802 -1.617278856 1.437485688
## 139 0.21493542 -1.8598711819 0.22921283 -1.776329849 1.435264550
## 140 1.04954006 0.3183197951 1.55493177 0.834904328 0.031681990
## 141 0.52859224 -0.5526335829 0.53327237 -0.409748098 0.653612038
## 142 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 143 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 144 1.26275812 0.5936269892 1.20491455 0.513211553 -0.142102401
## 145 0.19881660 -1.9365216670 0.22347530 -1.841579344 1.163212771
## 146 0.49833025 -0.7915405379 0.48354913 -0.831088489 0.688651725
## 147 0.67342633 -0.4642765104 0.78783106 -0.217191467 0.881702373
## 148 0.60555057 -0.6161735714 0.70793718 -0.383861935 0.985312968
## 149 1.09028689 0.3497513012 1.21016763 0.520560244 -0.343528990
## 150 0.18419117 -2.0650675566 0.21584276 -1.918329721 1.269389682
## 151 1.04954006 0.3183197951 1.55493177 0.834904328 0.031681990
## 152 0.08632447 -2.4475122868 0.07674521 -2.507773545 1.276896611
## 153 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 154 1.57663815 1.0636877860 1.54972195 1.027076594 -0.439731314
## 155 0.18738650 -1.7641322285 0.25679224 -1.397791968 1.387934348
## 156 0.50639651 -0.8533313062 0.51632436 -0.838347857 0.928497030
## 157 0.34199042 -1.2632665179 0.40788944 -1.012475901 1.208621712
## 158 1.93803193 1.5116683485 1.62524032 1.126606895 -1.331277383
## 159 0.98190329 0.1558811491 0.81254769 -0.168021899 0.126152330
## 160 4.80835937 3.8412559402 4.37882705 3.539667392 -7.582480787
## 161 0.19792742 -1.9655820086 0.17288969 -2.078519337 1.208979274
## 162 0.33824249 -1.3259510840 0.42919159 -1.053278766 1.186070639
## 163 0.79854347 -0.0657902716 0.84754179 0.073229261 0.472154768
## 164 0.23860997 -1.7966463585 0.26605340 -1.659577694 1.144505659
## 165 0.90369091 0.0151243163 0.93880641 0.082748033 0.287172656
## 166 0.71483308 -0.3470464485 0.72247701 -0.338512437 0.610041087
## 167 1.77877353 1.3108166798 1.75121113 1.269998950 -1.156021812
## 168 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 169 0.68420457 -0.4409797584 0.91325896 0.033723524 0.151485229
## 170 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 171 0.44131268 -0.6599799120 0.49477493 -0.474868711 1.238672136
## 172 0.38566570 -1.1968477252 0.39117692 -1.196245715 0.947808318
## 173 0.67643597 -0.4672525749 0.78149800 -0.234422068 0.759138602
## 174 0.11825324 -2.4188973155 0.10505473 -2.493592042 1.538458162
## 175 6.26287686 4.1658155421 7.44267597 4.583014959 -7.190750769
## 176 0.02964748 -3.2713666423 0.02872786 -3.259823125 1.927493880
## 177 0.68123064 -0.3044231032 0.85400885 0.046081843 0.478085727
## 178 0.64803677 -0.4974147386 0.91720486 0.045125139 0.758390070
## 179 0.60449892 -0.6431163608 0.64058853 -0.550745561 0.165988277
## 180 1.57391596 0.9894792516 1.51739207 0.920021520 -1.029078251
## 181 0.38659880 -1.0987609936 0.35146019 -1.208389085 1.048402601
## 182 0.35164498 -1.3440367459 0.39434653 -1.187479309 0.985030014
## 183 0.57947107 -0.6604822012 0.55950381 -0.701626821 0.413250281
## 184 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 185 0.11211277 -2.5824175146 0.10664881 -2.621016425 1.142478762
## 186 1.33857715 0.7165282591 1.59123263 1.044775139 -0.552299920
## 187 0.46595621 -0.9669496460 0.55233609 -0.724472406 0.675791781
## 188 1.58736922 1.0359875859 1.35901299 0.744160381 -1.438750417
## 189 0.15603341 -2.2394177639 0.21070919 -1.952580937 1.564538031
## 190 1.31665386 0.6755131292 1.10984168 0.377502551 -0.516757781
## 191 1.43585908 0.8400450339 1.25851837 0.600207800 -0.651365190
## 192 0.54922383 -0.6782720299 0.69288283 -0.338654837 0.719606872
## 193 1.47425387 0.8590320635 1.48530035 0.860447098 -0.646462059
## 194 0.36966301 -1.2600102441 0.43157745 -1.078635657 1.208898860
## 195 0.61631783 -0.5472547159 0.52377306 -0.763544955 0.103603494
## 196 2.00605235 1.4444696843 3.16172355 2.389179015 -1.439757034
## 197 0.78965297 -0.1294241848 0.61948500 -0.412809300 0.273575461
## 198 1.39633094 0.7854355969 1.63033774 1.073797181 -0.278205203
## 199 0.10284523 -2.2654206894 0.10260881 -2.192289374 1.271531825
## 200 2.04493902 1.5184465637 2.13969256 1.590426658 -1.440374869
## 201 1.65853658 1.1259890120 1.63185454 1.088498491 -1.376290418
## 202 0.52859224 -0.5526335829 0.53327237 -0.409748098 0.653612038
## 203 1.05483975 0.2937168750 1.18839031 0.493283177 0.137552862
## 204 0.20836315 -1.9799815610 0.24221333 -1.819314378 1.100257417
## 205 0.69564956 -0.4259581754 0.58413992 -0.690072444 0.666005944
## 206 0.27069203 -1.2379800559 0.17761980 -1.332156858 1.184958629
## 207 0.92934160 0.0766192180 0.85250358 -0.059454374 0.383684719
## 208 0.18794563 -2.0648916183 0.15488876 -2.231625726 0.960002730
## 209 0.60273469 -0.2836876878 0.79379995 0.037307883 1.122279150
## 210 1.05903693 0.3134780639 1.22510830 0.529469071 -0.124470712
## 211 2.63906712 1.8453844473 4.41582569 2.638190584 -1.417054730
## 212 0.44914724 -0.8921075136 0.46637656 -0.826391273 0.828438198
## 213 0.53251867 -0.7719334128 0.45870166 -0.987898750 0.529385391
## 214 0.59966061 -0.6251739117 0.51168680 -0.860941079 0.500405968
## 215 0.94463705 0.1076351828 0.69474267 -0.375595677 0.027558333
## 216 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 217 0.29190370 -1.6062233998 0.38741721 -1.243244592 1.007942610
## 218 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 219 0.53019997 -0.7121415987 0.54681361 -0.673197403 0.992155780
## 220 0.97208594 0.1452877841 1.04945651 0.276435515 0.132692002
## 221 0.48807194 -0.9491890062 0.55159528 -0.773079314 0.949396377
## 222 0.70267387 -0.4018958729 0.65001417 -0.524302008 0.474664788
## 223 0.11211277 -2.5824175146 0.10664881 -2.621016425 1.142478762
## 224 0.28704585 -1.4704084073 0.30089594 -1.401582421 1.263958611
## 225 0.25523293 -1.7696190558 0.27620206 -1.675921267 1.035949381
## 226 1.75453284 1.0867828783 2.83293491 1.759509518 -0.381789374
## 227 0.40579604 -1.1166011335 0.36774590 -1.256627386 0.855305849
## 228 0.17574689 -2.0374053657 0.20210430 -1.884280402 1.726805041
## 229 2.14021040 1.6518454655 1.89624314 1.407093098 -2.156217531
## 230 0.61878433 -0.5615834542 0.52498324 -0.806994804 0.677014273
## 231 0.73347274 -0.3227650930 0.73438449 -0.325390966 0.636550168
## 232 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 233 0.24857600 -1.4092939842 0.17805701 -1.485044935 1.197830944
## 234 0.30512493 -1.5695907957 0.27947176 -1.662492918 1.124168220
## 235 5.28898793 3.7186101921 5.00278137 3.523741009 -6.419953672
## 236 0.27069203 -1.2379800559 0.17761980 -1.332156858 1.184958629
## 237 0.52049383 -0.7507384268 0.44806801 -0.892198894 1.037432276
## 238 0.25496616 -1.7673401350 0.29621818 -1.578255246 1.045667025
## 239 0.14373391 -2.1881947922 0.18151038 -1.957757433 1.289620863
## 240 0.19230335 -1.8578499243 0.19161624 -1.805211836 1.254101339
## 241 0.04077820 -3.2326471187 0.03871204 -3.289662059 1.383870383
## 242 0.38131246 -1.0241983502 0.44171612 -0.767542412 1.207245046
## 243 4.65379392 3.4866688405 4.59995111 3.479204515 -6.058504587
## 244 4.78774667 3.4607255391 5.00735466 3.547531053 -5.049312865
## 245 0.17500401 -1.9453121624 0.24310671 -1.535911258 1.312353107
## 246 0.42730381 -0.8979953979 0.40902880 -0.850882093 1.003746179
## 247 1.39604018 0.8105361569 1.17513608 0.480374105 -0.395249126
## 248 0.49522753 -0.9144895380 0.55670620 -0.752222627 0.705214802
## 249 0.64956833 -0.2523151606 0.83109704 0.098503925 0.717503281
## 250 1.11157989 0.3830788986 1.16395953 0.455879618 -0.348061776
## 251 2.21681727 1.6146150145 2.92629805 2.111620596 -1.687972529
## 252 1.54036316 0.9118105686 2.11388055 1.385545468 -0.402605129
## 253 0.68662813 -0.3288091501 0.71120193 -0.252573149 0.735910148
## 254 2.34746321 1.8079055897 1.93650805 1.411412590 -2.427314325
## 255 0.22400503 -1.9005606458 0.22217741 -1.912184779 1.094771144
## 256 1.75453284 1.0867828783 2.83293491 1.759509518 -0.381789374
## 257 0.41575070 -1.1684995603 0.42136065 -1.138754645 0.753890442
## 258 0.77600960 -0.0973161906 0.76749314 -0.033294519 0.128527073
## 259 0.25179974 -1.7728288535 0.29518387 -1.573923959 0.987919927
## 260 0.17500401 -1.9453121624 0.24310671 -1.535911258 1.312353107
## 261 0.41187831 -1.1891799149 0.45250569 -1.054255644 0.907126923
## 262 0.53825997 -0.8105905505 0.54479671 -0.784049388 0.973636618
## 263 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 264 0.71528782 -0.3028579805 0.75350912 -0.228360559 0.657151655
## 265 0.08036337 -2.8551613092 0.09904062 -2.665311718 1.391504194
## 266 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 267 0.20600240 -1.7212272730 0.28464739 -1.377372791 1.328014485
## 268 0.72670376 -0.2913825737 0.66737129 -0.406243605 0.272618058
## 269 0.38883566 -1.0067493601 0.66058567 -0.312127771 1.018650094
## 270 0.87524248 0.0214940364 1.21779279 0.524161091 0.351392579
## 271 3.45520544 2.7739979008 3.15344966 2.570977721 -4.528205948
## 272 0.97958672 0.1866032158 1.04204919 0.290025197 0.115035658
## 273 0.81756744 -0.0811709013 1.15763736 0.447328309 0.590223541
## 274 0.38883566 -1.0067493601 0.66058567 -0.312127771 1.018650094
## 275 0.24857600 -1.4092939842 0.17805701 -1.485044935 1.197830944
## 276 1.16974918 0.4704469625 1.15074386 0.441460017 -0.260081540
## 277 0.28145810 -1.0467232387 0.19138953 -1.107685640 1.110242084
## 278 0.55361101 -0.7345709888 0.59085930 -0.650160969 0.734364186
## 279 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 280 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
## 281 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 282 1.85509617 1.2960964204 1.80170761 1.231527672 -1.467423041
## 283 0.68552146 -0.2507158810 0.65525851 -0.202684656 0.335401501
## 284 0.61012671 -0.5175524535 0.90631914 0.055959688 0.423565670
## 285 0.81396476 -0.1530242689 0.83831506 -0.108904160 0.782509870
## 286 1.62265134 1.0593722771 1.34373378 0.702362473 -1.413083860
## 287 2.04651685 1.5777637884 1.80541885 1.304120927 -1.513345675
## 288 1.35854156 0.7169107123 1.68851523 1.056474451 -0.046410028
## 289 0.85328389 -0.0563518292 0.83844591 -0.080166579 0.086134187
## 290 2.14512994 1.6401967967 2.23624429 1.743889252 -2.091440743
## 291 0.63893567 -0.4922782503 0.58498584 -0.628387121 0.479640454
## 292 0.17159514 -1.9936561476 0.13906680 -2.157477602 1.433783562
## 293 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 294 0.52191567 -0.7705813812 0.48420552 -0.883791402 0.601573940
## 295 1.21565669 0.5275533248 1.47428445 0.841365817 -0.388147635
## 296 0.25634464 -1.6256622899 0.36158592 -1.258241132 1.263597985
## 297 0.18794563 -2.0648916183 0.15488876 -2.231625726 0.960002730
## 298 0.65238580 -0.4430928393 0.61134730 -0.505282396 0.885819757
## 299 0.68936758 -0.3231548631 0.46115338 -0.785314190 0.129058028
## 300 1.39144894 0.8106047311 1.39442546 0.813638325 -0.182453165
## 301 0.08995295 -2.3871580064 0.08524519 -2.376209190 1.400064118
## 302 0.87860762 0.0074280034 1.09160171 0.351216797 0.220728485
## 303 1.57107528 0.9697924123 1.62073554 1.005831206 -0.753875199
## 304 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 305 0.22523896 -1.8766655702 0.21675953 -1.926961694 0.892209005
## 306 0.83117686 -0.1312690586 0.97341133 0.139803950 0.706133091
## 307 0.23074426 -1.8796692151 0.26341548 -1.715345996 0.678713866
## 308 0.29240921 -1.2801208406 0.24307874 -1.293115100 1.340717642
## 309 0.37402152 -1.1622557767 0.44483123 -0.935611742 1.154864155
## 310 2.07987187 1.5309410488 2.27821766 1.713709111 -0.913931700
## 311 0.74894922 -0.2794429317 0.94453479 0.099239619 0.917385405
## 312 2.36734185 1.8285545660 2.29547154 1.728619467 -1.914574408
## 313 0.53174189 -0.6956713369 0.58767163 -0.558864662 1.070544596
## 314 0.99014559 0.1686473409 1.06340619 0.297717646 -0.303585206
## 315 0.67893476 -0.4370952003 0.68272333 -0.421967919 0.265424629
## 316 0.18794563 -2.0648916183 0.15488876 -2.231625726 0.960002730
## 317 0.48149200 -0.8495020980 0.56841138 -0.612124156 0.787317664
## 318 3.68004991 2.7586681573 4.51866056 3.201652315 -4.368664847
## 319 0.95341563 0.1178181408 1.01744959 0.224957915 0.565531619
## 320 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 321 0.18586299 -2.0187728678 0.26406020 -1.673602369 1.425840415
## 322 2.17648055 1.7596396152 2.13042052 1.713329046 -2.000065633
## 323 0.17236313 -1.9277958658 0.15179156 -2.039904916 1.250983340
## 324 0.52845873 -0.6289441324 0.48683101 -0.619443128 0.748916203
## 325 0.88724902 0.0098414414 0.98086228 0.173106783 0.138750144
## 326 1.80462501 1.3056791490 1.51017035 0.953785846 -1.341353656
## 327 2.77014550 2.1094680806 3.42100799 2.542147562 -2.629114264
## 328 0.49271524 -0.7860443662 0.73494905 -0.244945628 0.954882704
## 329 0.68309655 -0.4037329973 0.50874045 -0.833725249 0.493313930
## 330 0.25186398 -1.6723726966 0.24743706 -1.675430140 1.318339605
## 331 1.28886752 0.6088677315 1.36421032 0.673349349 -0.104477017
## 332 1.19728967 0.5114047616 1.39205427 0.787050495 -0.283017682
## 333 0.81396476 -0.1530242689 0.83831506 -0.108904160 0.782509870
## 334 0.87860762 0.0074280034 1.09160171 0.351216797 0.220728485
## 335 0.45087594 -1.0443421871 0.56318123 -0.722951590 0.628435616
## 336 2.55930252 2.0702260391 2.55249403 2.082972527 -3.186951448
## 337 0.42361569 -0.8048517645 0.30295664 -0.934472215 0.866538410
## 338 0.22721931 -1.8305187823 0.22821465 -1.807938063 1.395705389
## 339 0.61564088 -0.5986668645 0.72266654 -0.346093061 0.500979200
## 340 0.23558822 -1.6551482527 0.18826816 -1.883820722 1.225256003
## 341 5.19644283 3.8600656676 5.30197969 3.958521676 -7.624301831
## 342 1.55493394 0.9697188502 1.26942856 0.605612912 -0.973058778
## 343 0.60117997 -0.5515082006 0.50599653 -0.785613690 0.201806355
## 344 0.02964748 -3.2713666423 0.02872786 -3.259823125 1.927493880
## 345 4.29212467 3.1282132742 5.45963260 3.507049695 -3.267496608
## 346 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 347 0.07697446 -2.8662914801 0.06952230 -2.946653939 1.203298829
## 348 0.04077820 -3.2326471187 0.03871204 -3.289662059 1.383870383
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## 350 0.16315126 -2.2357252372 0.19509312 -2.054745627 1.424643282
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## 355 0.21548130 -1.9375818757 0.26418967 -1.718059995 1.474005064
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## 358 0.96601566 0.1425138179 0.99481432 0.188817791 0.499372653
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## 363 5.74729786 4.0615214672 4.22783884 3.229006533 -6.443035005
## 364 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
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## 368 0.87785236 0.0065163559 0.83810928 -0.061126427 0.457643402
## 369 1.00656787 0.2278926585 1.23604377 0.548442391 0.086705428
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## 373 1.41433334 0.7873418642 1.90732607 1.318014045 -0.600945013
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## 381 0.36955068 -1.1696297462 0.31216794 -1.370723873 0.999588894
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## 383 0.33824249 -1.3259510840 0.42919159 -1.053278766 1.186070639
## 384 0.98348033 0.1851771368 1.58827329 0.992993666 0.355822656
## 385 1.65264398 1.0478985912 1.51781636 0.868447337 -1.017763254
## 386 1.79693961 1.1469696634 1.60741504 0.904912421 -0.671394411
## 387 0.29531390 -1.4473853043 0.40185347 -1.078797438 1.457965324
## 388 0.53732855 -0.5916464212 0.42143516 -0.729383977 0.616581591
## 389 0.17236313 -1.9277958658 0.15179156 -2.039904916 1.250983340
## 390 0.78798229 -0.2239656757 0.90800161 0.018307589 0.630649423
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## 392 0.90065042 0.0030091326 0.89029111 -0.014024866 0.266709137
## 393 0.33108857 -1.3313911913 0.42342445 -1.053069268 1.131572773
## 394 0.27051370 -1.4987185341 0.34457597 -1.239496373 1.198021370
## 395 0.76968759 -0.2181234778 0.77786761 -0.208816315 0.222668799
## 396 0.11748002 -2.4511410958 0.10854595 -2.493719937 1.729041027
## 397 0.80196704 -0.1852660304 0.67130081 -0.460636567 0.525445864
## 398 1.83721938 1.3747264224 1.65536339 1.147751775 -1.321104219
## 399 0.28778948 -1.4584255688 0.30944616 -1.358148384 1.215461130
## 400 1.94305955 1.3625483645 1.80245105 1.189159123 -1.558991097
## 401 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
## 402 1.66285422 1.0896118499 1.17369442 0.470770121 -0.656827143
## 403 0.44645995 -0.8557752491 0.51573154 -0.616047291 0.749737064
## 404 0.64667668 -0.4553913131 0.56843696 -0.617634372 0.513122968
## 405 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 406 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 407 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
## 408 2.18127369 1.6677659453 2.09627886 1.573225509 -2.167342531
## 409 0.24857600 -1.4092939842 0.17805701 -1.485044935 1.197830944
## 410 0.46805428 -1.0021034664 0.49049023 -0.926387450 0.964495449
## 411 0.80019116 -0.1957654865 0.71378836 -0.380411736 0.567948227
## 412 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 413 0.88302347 -0.0046428874 1.14492109 0.431249412 0.323612002
## 414 0.42331535 -1.0513937690 0.42865761 -1.024764701 0.727874325
## 415 0.39834056 -1.1567834864 0.32636074 -1.384928046 0.655835600
## 416 0.80101676 -0.1375107025 0.78887716 -0.161575867 0.386024615
## 417 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 418 1.82724539 1.3787506766 1.99743165 1.573397681 -1.380703427
## 419 0.25634464 -1.6256622899 0.36158592 -1.258241132 1.263597985
## 420 0.35338881 -1.2177042553 0.31379618 -1.359449920 0.821767901
## 421 0.64956833 -0.2523151606 0.83109704 0.098503925 0.717503281
## 422 0.34804376 -0.7560590446 0.31014880 -0.691970225 1.140850509
## 423 0.89636064 0.0261518970 1.00352903 0.210333590 0.186464343
## 424 1.25489798 0.6084608160 1.49621570 0.955667756 -0.300988715
## 425 0.63346402 -0.5625914940 0.52964692 -0.817211915 0.532261501
## 426 0.26459637 -1.5783036760 0.26262137 -1.570498260 1.014897485
## 427 1.40300596 0.7721329006 1.25046827 0.571602919 -0.581799758
## 428 2.16391216 1.5227762360 3.42129778 2.272512402 -1.140184121
## 429 0.42180431 -1.0087275749 0.41039194 -1.048662997 0.878727177
## 430 0.20172209 -2.0308084304 0.21909228 -1.936313451 1.372020342
## 431 2.15323467 1.7233889997 2.13403813 1.709629397 -1.899527972
## 432 0.63920256 -0.5508820193 0.75005250 -0.299805085 0.436202529
## 433 0.50425038 -0.7649055448 0.60475796 -0.522785351 0.934539378
## 434 0.89858356 0.0339937508 0.89427054 0.036954489 -0.161064460
## 435 1.52385075 0.9819848234 1.65095207 1.149841670 -0.936462859
## 436 0.27988874 -1.6495879606 0.23764786 -1.837672965 1.187021235
## 437 0.13925281 -2.1681591700 0.12614407 -2.274883555 1.070064200
## 438 1.57854628 1.0438498513 1.32589728 0.706394782 -0.435275388
## 439 0.16315126 -2.2357252372 0.19509312 -2.054745627 1.424643282
## 440 1.30217901 0.6803637623 1.40288035 0.825063143 -0.606442637
## 441 0.26390435 -1.3993341340 0.19434508 -1.525171648 1.117539254
## 442 3.23434582 2.4760874556 3.13747503 2.379936868 -2.950012905
## 443 0.10284523 -2.2654206894 0.10260881 -2.192289374 1.271531825
## 444 0.52132986 -0.7187467640 0.51924737 -0.715281766 0.622264173
## 445 0.19160925 -1.7643798105 0.26247667 -1.416892407 1.485337641
## 446 0.22400503 -1.9005606458 0.22217741 -1.912184779 1.094771144
## 447 0.93754907 0.1219342050 0.86552623 0.030539720 -0.372699583
## 448 1.07951626 0.3249146868 1.15189041 0.445055494 -0.072272548
## 449 0.55596409 -0.7468725909 0.51680626 -0.856684881 0.688462696
## 450 0.81396476 -0.1530242689 0.83831506 -0.108904160 0.782509870
## 451 0.16721734 -2.0397666885 0.21693396 -1.773732724 1.704186570
## 452 0.53019997 -0.7121415987 0.54681361 -0.673197403 0.992155780
## 453 0.35574530 -1.2371586672 0.44495080 -0.979526569 1.229827675
## 454 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 455 0.32508096 -1.3753608070 0.41388301 -1.073800309 1.476309609
## 456 1.75453284 1.0867828783 2.83293491 1.759509518 -0.381789374
## 457 0.76279787 -0.1198391714 0.59795405 -0.300883252 0.702432207
## 458 1.62494424 0.9934172477 1.87807741 1.163524013 -0.817980348
## 459 2.02101870 1.5785526318 1.80292905 1.322657179 -1.662396806
## 460 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 461 0.73190918 -0.2080642687 0.64563788 -0.285852496 0.480850059
## 462 0.88078083 -0.0011262462 0.90698412 0.041943684 0.008880621
## 463 2.33625703 1.8703116485 2.12143121 1.645328998 -2.280890877
## 464 0.73681820 -0.2142351741 0.86743053 0.047585875 0.342884578
## 465 0.97254006 0.1566801676 0.98541311 0.175970499 0.418121475
## 466 0.49466462 -0.8741758958 0.42612344 -1.086306645 0.412435036
## 467 0.53043980 -0.5875838494 0.38363032 -0.780326117 0.913983312
## 468 0.62394126 -0.5046943399 0.73332279 -0.258618825 0.762167031
## 469 0.51245622 -0.8067037767 0.48338929 -0.874675664 0.805834161
## 470 0.09201897 -2.6460949251 0.11031258 -2.526748055 1.402762448
## 471 0.47954825 -0.9812558524 0.47019729 -1.001135091 0.246104735
## 472 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 473 1.76115741 1.1519563521 1.51715089 0.854013896 -0.621008852
## 474 2.45861930 1.9892962390 2.46313434 2.010420393 -2.183355917
## 475 0.32365790 -1.3989197932 0.42371652 -1.087195891 1.313693775
## 476 0.49850092 -0.8080019263 0.59127841 -0.588057821 0.883477544
## 477 0.23140727 -1.6794412078 0.19680236 -1.802804310 1.410408238
## 478 0.30840842 -1.5531117896 0.30189688 -1.572892121 0.994317317
## 479 0.18431630 -1.7908478981 0.27231945 -1.365635948 1.183602217
## 480 0.19160925 -1.7643798105 0.26247667 -1.416892407 1.485337641
## 481 2.46789728 2.0721805919 2.44528353 2.043830931 -2.524836945
## 482 0.42331535 -1.0513937690 0.42865761 -1.024764701 0.727874325
## 483 2.27844947 1.7458385566 2.32055229 1.753641396 -2.060301678
## 484 0.48752215 -0.7924607855 0.43960151 -0.897498432 1.129686003
## 485 1.47581353 0.8812896151 1.82637879 1.278319219 -0.308905224
## 486 2.63906712 1.8453844473 4.41582569 2.638190584 -1.417054730
## 487 1.37384666 0.7181762899 1.07688160 0.352103935 -0.547436112
## 488 2.13466847 1.4957809310 2.09891745 1.367263916 -1.149821429
## 489 2.06220363 1.6045873042 1.76408639 1.278884478 -1.515679302
## 490 0.62086032 -0.6031602745 0.63163372 -0.571871704 0.887077698
## 491 0.93347744 0.1096557921 1.24409865 0.562010737 0.052458976
## 492 0.24857600 -1.4092939842 0.17805701 -1.485044935 1.197830944
## 493 2.92202360 2.4550355786 2.71309451 2.279206991 -3.169310958
## 494 1.12522464 0.4012487313 1.15666070 0.451465732 0.137929140
## 495 0.21720487 -1.8483468445 0.23974798 -1.728664586 1.336271178
## 496 1.86787986 1.4178767265 1.63160767 1.131020196 -2.051297444
## 497 1.27325906 0.6039274393 1.22912234 0.541174120 -0.071977211
## 498 1.01319951 0.2531233655 1.26492100 0.572381111 -0.185522073
## 499 0.55935484 -0.7598298524 0.50948579 -0.888548621 0.695678658
## 500 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 501 1.19964144 0.5200569119 1.09485830 0.351488234 -0.173671167
## 502 0.08632447 -2.4475122868 0.07674521 -2.507773545 1.276896611
## 503 1.43161677 0.8580501938 1.56455817 1.039531287 -0.307501463
## 504 0.98663347 0.2131828057 0.84341952 0.052068556 0.327422062
## 505 0.38883566 -1.0067493601 0.66058567 -0.312127771 1.018650094
## 506 0.68232379 -0.3936568242 0.71864201 -0.311637361 0.565906137
## 507 1.20573599 0.5157309746 1.35235985 0.708109550 0.032001206
## 508 0.64956833 -0.2523151606 0.83109704 0.098503925 0.717503281
## 509 1.38499646 0.7996282008 1.60465740 1.098613515 -0.434068824
## 510 0.52719392 -0.7298867250 0.53139466 -0.725666445 0.523380486
## 511 0.30840842 -1.5531117896 0.30189688 -1.572892121 0.994317317
## 512 0.38936241 -1.2439085324 0.44049790 -1.069066376 1.129366345
## 513 0.95453948 0.1041010841 1.29880794 0.673843673 -0.309554046
## 514 0.64817408 -0.5323199133 0.51119621 -0.874543104 0.110602425
## 515 0.64040752 -0.4623323911 0.75876065 -0.221688798 0.876875346
## 516 0.36898469 -1.0576871759 0.32117248 -1.085163449 0.796727757
## 517 1.04459457 0.2889055517 0.84236409 0.015684040 0.173076272
## 518 0.33177913 -1.1874095737 0.35703388 -1.020189668 1.018694078
## 519 0.80780566 -0.1688821938 0.87111168 -0.047296112 0.381377165
## 520 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 521 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 522 0.41187831 -1.1891799149 0.45250569 -1.054255644 0.907126923
## 523 0.79470568 -0.1510657458 0.98201098 0.176207807 0.425577785
## 524 0.43500952 -0.7209155715 0.38287933 -0.669256359 1.032725701
## 525 0.55955424 -0.5451072180 0.47572151 -0.611830357 0.413152704
## 526 0.11165462 -2.3278635162 0.11980725 -2.171946448 1.308000016
## 527 0.32375188 -1.3820834031 0.32175479 -1.410157296 0.871403354
## 528 0.47927067 -0.8805529592 0.43889875 -0.982096906 0.437444479
## 529 0.41176063 -1.1874512192 0.35920481 -1.353129650 1.125843100
## 530 0.04077820 -3.2326471187 0.03871204 -3.289662059 1.383870383
## 531 0.48099828 -0.7764758346 0.77736285 -0.122308966 0.738358726
## 532 1.82873136 1.2887697107 1.69192994 1.097749086 -1.133064766
## 533 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 534 1.54214999 0.9897152231 1.40686872 0.808463254 -1.065143871
## 535 0.16315126 -2.2357252372 0.19509312 -2.054745627 1.424643282
## 536 0.87927327 0.0002025843 0.90389298 0.041111986 0.148164174
## 537 0.81317494 -0.0437762010 0.99998376 0.269945121 0.264875891
## 538 0.38131246 -1.0241983502 0.44171612 -0.767542412 1.207245046
## 539 0.48731096 -0.8341770194 0.57584201 -0.593144634 0.665988468
## 540 0.36202718 -1.1289526136 0.39018438 -1.007154209 1.251196346
## 541 0.55917570 -0.7277265008 0.46810802 -0.984981533 0.388122219
## 542 0.32409196 -1.3435242418 0.31002029 -1.410776311 0.922761792
## 543 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 544 0.64956833 -0.2523151606 0.83109704 0.098503925 0.717503281
## 545 2.36223663 1.8010636297 2.29118871 1.734388402 -2.285949805
## 546 1.74564846 1.2750812464 1.79090209 1.330479930 -1.296165381
## 547 0.18738650 -1.7641322285 0.25679224 -1.397791968 1.387934348
## 548 0.62811649 -0.3987543617 0.77290070 -0.066041699 0.380022806
## 549 0.56242485 -0.3852407036 0.66922104 -0.106115093 0.643730283
## 550 0.53313226 -0.7976199305 0.53010945 -0.813754636 0.987223177
## 551 1.64908246 1.0625635218 2.30196103 1.681135371 -0.823961498
## 552 1.43135180 0.8084090150 2.08159295 1.486284696 -0.714424350
## 553 1.07642212 0.3262057033 1.09235976 0.350394492 0.421914873
## 554 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 555 0.21493542 -1.8598711819 0.22921283 -1.776329849 1.435264550
## 556 0.48464201 -0.9404147171 0.52129077 -0.828415495 0.919575869
## 557 0.86195354 -0.0714964721 0.69737019 -0.417513632 0.283851499
## 558 0.32508096 -1.3753608070 0.41388301 -1.073800309 1.476309609
## 559 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 560 0.47182928 -0.7222077683 0.42801526 -0.679314104 0.916097691
## 561 1.97580070 1.4826885913 1.93131794 1.427063222 -1.168124838
## 562 2.18088662 1.7685824368 2.02445019 1.589411588 -2.106357979
## 563 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 564 0.18431630 -1.7908478981 0.27231945 -1.365635948 1.183602217
## 565 0.46414881 -0.9844910215 0.52313112 -0.829543766 1.062805609
## 566 0.17500401 -1.9453121624 0.24310671 -1.535911258 1.312353107
## 567 0.27988874 -1.6495879606 0.23764786 -1.837672965 1.187021235
## 568 0.39052527 -1.0252135611 0.30988062 -1.202789782 0.867771423
## 569 0.65657184 -0.5120356030 0.73349663 -0.331747695 0.784903802
## 570 0.08995295 -2.3871580064 0.08524519 -2.376209190 1.400064118
## 571 0.22642950 -1.6999835385 0.22148413 -1.671518255 1.276807393
## 572 0.32590468 -1.2715825715 0.34642115 -1.190335516 0.940183363
## 573 0.44816853 -0.9634415707 0.55752412 -0.688152358 1.139958033
## 574 0.60713937 -0.4899605342 0.68322848 -0.299494074 0.172136329
## 575 0.32409196 -1.3435242418 0.31002029 -1.410776311 0.922761792
## 576 0.04097416 -3.1494007706 0.04204589 -3.173352428 1.289889059
## 577 2.74052336 2.3045681991 2.56750795 2.130462844 -2.935380348
## 578 0.48435882 -0.9612814829 0.48135203 -0.959681404 0.935575469
## 579 0.64667668 -0.4553913131 0.56843696 -0.617634372 0.513122968
## 580 0.41933913 -1.1126679831 0.56253593 -0.722384710 1.108481188
## 581 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 582 0.98241503 0.1558190807 0.93048566 0.063098351 -0.416702776
## 583 1.04160128 0.2599973191 1.34403516 0.740651727 -0.355966547
## 584 0.27069203 -1.2379800559 0.17761980 -1.332156858 1.184958629
## 585 0.52707337 -0.8204986492 0.52887243 -0.821953497 0.896376992
## 586 1.73485161 1.1974440077 1.56662542 0.994036655 -1.125507299
## 587 0.32365790 -1.3989197932 0.42371652 -1.087195891 1.313693775
## 588 0.50758442 -0.8424101828 0.45475737 -0.978769259 0.418176556
## 589 0.54651834 -0.7748547309 0.54283087 -0.788782881 0.817094884
## 590 0.25280347 -1.7868809635 0.21549294 -1.954472649 0.717408274
## 591 0.28145810 -1.0467232387 0.19138953 -1.107685640 1.110242084
## 592 0.37622851 -1.2979330029 0.37563690 -1.298949882 1.022422753
## 593 1.19647376 0.5125354227 1.60541106 1.086023107 -0.490400076
## 594 0.62417219 -0.5926145333 0.72826369 -0.349120587 0.947080394
## 595 0.91843025 0.0368736690 1.25323803 0.604775007 0.032060033
## 596 0.32365790 -1.3989197932 0.42371652 -1.087195891 1.313693775
## 597 0.15603341 -2.2394177639 0.21070919 -1.952580937 1.564538031
## 598 0.70267387 -0.4018958729 0.65001417 -0.524302008 0.474664788
## 599 0.18586299 -2.0187728678 0.26406020 -1.673602369 1.425840415
## 600 0.45285167 -0.9606790005 0.53542417 -0.753188302 1.053097138
## 601 0.45938083 -1.0265163478 0.42214481 -1.142515472 0.839670599
## 602 0.23558822 -1.6551482527 0.18826816 -1.883820722 1.225256003
## 603 0.35574530 -1.2371586672 0.44495080 -0.979526569 1.229827675
## 604 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 605 0.85829046 -0.0805390239 0.97668218 0.145128868 0.387556891
## 606 0.67709281 -0.4669162206 0.64845378 -0.531736164 0.748898207
## 607 0.15846949 -2.0584688310 0.12662866 -2.275265637 1.215704969
## 608 2.71059239 2.0619655818 2.65076418 1.978932763 -2.289312191
## 609 0.44645995 -0.8557752491 0.51573154 -0.616047291 0.749737064
## 610 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 611 4.45295910 3.3674115003 3.99617243 3.053054101 -5.539770454
## 612 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 613 0.56099532 -0.6559354597 0.66115948 -0.434969888 0.852966023
## 614 0.85278548 0.0612647380 0.95374022 0.245207411 0.405854943
## 615 0.60092715 -0.5577581649 0.71231124 -0.307182941 0.559412650
## 616 0.44402498 -0.8660068017 0.29124804 -1.225230479 0.615238405
## 617 0.35608670 -1.2495784857 0.32293517 -1.382218682 0.933887640
## 618 1.39604018 0.8105361569 1.17513608 0.480374105 -0.395249126
## 619 0.50843983 -0.8817359474 0.49989519 -0.908707424 0.866775360
## 620 0.69170497 -0.4025675591 0.64507973 -0.516147330 0.628718209
## 621 2.93750007 2.1388705325 2.45858414 1.649873390 -2.123801461
## 622 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 623 0.23558822 -1.6551482527 0.18826816 -1.883820722 1.225256003
## 624 0.48752215 -0.7924607855 0.43960151 -0.897498432 1.129686003
## 625 2.13704040 1.7326672945 1.96630011 1.538881366 -2.417551135
## 626 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 627 0.56242485 -0.3852407036 0.66922104 -0.106115093 0.643730283
## 628 1.33992155 0.7229546040 1.25397421 0.600445789 -0.616372942
## 629 1.63117017 1.0150227494 1.16201273 0.454524687 -0.482838501
## 630 1.09974374 0.3639636503 0.94701650 0.132578183 -0.602622598
## 631 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 632 0.36966301 -1.2600102441 0.43157745 -1.078635657 1.208898860
## 633 0.70922911 -0.1874940998 0.67377752 -0.147872355 0.513020232
## 634 1.99572552 1.5377548068 2.00529074 1.557991645 -1.339786103
## 635 1.25426804 0.6059299611 1.61178725 1.107512833 -0.735918142
## 636 0.83328266 -0.1200352058 0.99142109 0.176799013 0.221446295
## 637 1.04822132 0.2711420325 1.14506936 0.433926980 -0.414479030
## 638 1.15768667 0.4476314733 1.01423049 0.243668880 -0.337500846
## 639 4.17762024 3.4643800370 3.85125363 3.214425742 -6.822487976
## 640 0.52884184 -0.8418285020 0.57422740 -0.714854899 0.709297953
## 641 1.79693961 1.1469696634 1.60741504 0.904912421 -0.671394411
## 642 0.79073627 -0.1576407468 0.87419601 0.020231212 0.209749464
## 643 1.21570946 0.5249367285 1.66218327 1.006361253 -0.058160828
## 644 0.88002863 0.0209770036 0.91505403 0.107712369 0.558666317
## 645 0.48638616 -0.7669060489 0.62555054 -0.409653520 0.686331097
## 646 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 647 0.86240722 -0.0641526227 0.81699738 -0.156175103 -0.186586254
## 648 1.17391808 0.4749439244 1.25849683 0.601779460 -0.298141079
## 649 1.04912640 0.2744920839 1.11899927 0.391083888 -0.158298562
## 650 1.04043239 0.2622168709 0.96606952 0.131992676 0.054426645
## 651 0.54186147 -0.5842970041 0.49662235 -0.568584230 1.010621307
## 652 0.06998008 -2.7258444760 0.09142316 -2.511700503 1.729343127
## 653 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 654 1.05810044 0.2923715499 0.86820828 -0.037953463 -0.304782980
## 655 0.72052551 -0.2675202639 0.46880917 -0.787622969 0.464203370
## 656 0.73681820 -0.2142351741 0.86743053 0.047585875 0.342884578
## 657 0.75462899 -0.2554494265 0.78821895 -0.194901807 0.287296899
## 658 3.67645809 2.5735281275 6.24595784 3.477069590 -2.919116325
## 659 1.93443711 1.4151417922 2.31314326 1.779648316 -1.274233140
## 660 0.24857600 -1.4092939842 0.17805701 -1.485044935 1.197830944
## 661 0.48464201 -0.9404147171 0.52129077 -0.828415495 0.919575869
## 662 0.64978899 -0.4302344225 0.72943512 -0.264491722 0.705841820
## 663 1.09980313 0.3612525740 0.89475745 0.015398433 -0.275586725
## 664 0.08632447 -2.4475122868 0.07674521 -2.507773545 1.276896611
## 665 0.18794563 -2.0648916183 0.15488876 -2.231625726 0.960002730
## 666 0.17392990 -2.0039330253 0.17290493 -2.036517494 1.292523373
## 667 0.34804376 -0.7560590446 0.31014880 -0.691970225 1.140850509
## 668 0.64956833 -0.2523151606 0.83109704 0.098503925 0.717503281
## 669 2.71989638 2.2789508115 2.24946932 1.814948072 -3.102347215
## 670 0.52672248 -0.7487808266 0.61771554 -0.540261128 0.897172092
## 671 0.50311138 -0.6562721741 0.66286704 -0.234512716 0.697579537
## 672 0.98530060 0.1930007811 0.91331168 0.091197230 -0.006165399
## 673 1.41483554 0.8046626528 1.35667345 0.724649749 -0.503408988
## 674 0.28778948 -1.4584255688 0.30944616 -1.358148384 1.215461130
## 675 0.28851454 -1.6335034284 0.29758844 -1.590201097 0.819118791
## 676 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 677 0.53174189 -0.6956713369 0.58767163 -0.558864662 1.070544596
## 678 2.02975119 1.5839412938 1.90351139 1.434820608 -1.639533665
## 679 0.93754907 0.1219342050 0.86552623 0.030539720 -0.372699583
## 680 0.15730855 -2.2409080550 0.15733210 -2.218850191 1.535562793
## 681 1.86003203 1.3518001553 2.00209990 1.517834544 -0.862996193
## 682 0.52303810 -0.7096182606 0.46239942 -0.769823057 1.098500627
## 683 0.53079873 -0.7484253858 0.51618868 -0.776614150 0.785971368
## 684 1.56872275 0.9948357508 1.67661941 1.108497728 -0.818779106
## 685 0.50076064 -0.8086444859 0.39881760 -1.079279884 0.629615917
## 686 0.34279896 -1.4233289897 0.38955294 -1.248415350 1.047271700
## 687 0.67700265 -0.4658283031 0.70566552 -0.399021997 0.567424490
## 688 0.68420457 -0.4409797584 0.91325896 0.033723524 0.151485229
## 689 0.43621177 -0.9737595057 0.48598970 -0.807457010 0.873046741
## 690 0.17500401 -1.9453121624 0.24310671 -1.535911258 1.312353107
## 691 0.16473633 -2.0786965136 0.17128776 -2.071157117 1.203311775
## 692 0.11825324 -2.4188973155 0.10505473 -2.493592042 1.538458162
## 693 0.75320277 -0.1659102072 0.89302147 0.110163344 0.057043294
## 694 0.94607401 0.0931231449 0.87731358 -0.037258342 0.324305084
## 695 0.54135630 -0.8013496567 0.54047378 -0.802707746 1.061663662
## 696 1.36153686 0.7681464537 1.57489586 1.061018799 -0.677282810
## 697 0.97517225 0.1414234298 0.99417770 0.176606890 0.063213951
## 698 0.30820125 -1.5574191467 0.29203221 -1.611869771 1.359146638
## 699 0.62595876 -0.5547058993 0.53654431 -0.787019790 0.411386135
## 700 1.06517988 0.3005812535 1.17520302 0.482123259 0.027123454
## 701 1.00085388 0.1910345915 1.03024679 0.243359267 0.154830652
## 702 0.19622143 -1.9686223758 0.20392233 -1.952123908 1.237162897
## 703 0.20643213 -2.0112050929 0.22699613 -1.897639367 1.351309437
## 704 1.08241179 0.3345726741 1.09895767 0.359867593 -0.159744151
## 705 1.80822933 1.2120759395 2.73426965 1.927926272 -0.931368296
## 706 2.20429484 1.7064641264 2.00946492 1.500445182 -2.026661530
## 707 1.53083300 1.0048200186 1.31635357 0.699084844 -0.997562381
## 708 0.18755889 -2.0492608732 0.16206455 -2.170403664 1.298079453
## 709 0.36773584 -1.3270272849 0.36575867 -1.332938359 1.407258153
## 710 0.17236313 -1.9277958658 0.15179156 -2.039904916 1.250983340
## 711 0.53019997 -0.7121415987 0.54681361 -0.673197403 0.992155780
## 712 0.69116385 -0.4121614606 0.63232763 -0.553860700 0.791920146
## 713 1.32421485 0.6943641200 1.92017642 1.439655753 -0.536892744
## 714 2.64648500 1.9583762477 4.24815733 2.855380725 -2.187034768
## 715 0.71262415 -0.3634907129 0.84180601 -0.094134553 0.677670112
## 716 0.60273469 -0.2836876878 0.79379995 0.037307883 1.122279150
## 717 0.08995295 -2.3871580064 0.08524519 -2.376209190 1.400064118
## 718 0.79657863 -0.0634269483 0.96240888 0.212056293 0.565266009
## 719 0.08632447 -2.4475122868 0.07674521 -2.507773545 1.276896611
## 720 6.77434067 4.6131502683 6.51426277 4.457274134 -9.272695403
## 721 0.52342398 -0.6818477120 0.51309227 -0.661833188 0.775242764
## 722 0.78019372 -0.1812215606 0.90857273 0.071242582 0.564356048
## 723 0.99281987 0.1997678677 1.29761235 0.638342877 -0.040675700
## 724 0.15811586 -2.2367608998 0.18275674 -2.104788471 1.181087909
## 725 0.08995295 -2.3871580064 0.08524519 -2.376209190 1.400064118
## 726 0.23964929 -1.6448259859 0.27820684 -1.433675415 1.221622785
## 727 0.42707352 -0.8835560603 0.37207791 -0.910683249 0.819431993
## 728 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 729 0.67613979 -0.4432904568 0.89223943 -0.004617398 0.673152753
## 730 0.41176063 -1.1874512192 0.35920481 -1.353129650 1.125843100
## 731 0.32365790 -1.3989197932 0.42371652 -1.087195891 1.313693775
## 732 0.26554259 -1.6911049706 0.30889984 -1.525251507 1.184790634
## 733 0.53010399 -0.6443516926 0.53594726 -0.557169380 0.683522769
## 734 2.33561364 1.6724882280 3.52046871 2.337109029 -1.671724809
## 735 0.98349321 0.1788334092 0.91742997 0.066387967 -0.301481565
## 736 0.15859423 -2.1774098908 0.16666043 -2.154345579 1.122951593
## 737 0.52794455 -0.7315717443 0.59285728 -0.582577085 1.011458961
## 738 1.05324386 0.2928938235 1.10035505 0.364515055 -0.014661302
## 739 0.93112217 0.0645981823 1.05527199 0.284436074 0.039013270
## 740 0.34804376 -0.7560590446 0.31014880 -0.691970225 1.140850509
## 741 0.65727616 -0.4316498385 0.46813976 -0.860653353 0.654024674
## 742 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 743 0.10284523 -2.2654206894 0.10260881 -2.192289374 1.271531825
## 744 0.21548130 -1.9375818757 0.26418967 -1.718059995 1.474005064
## 745 0.51934804 -0.8188012922 0.59380935 -0.621205013 0.718449394
## 746 0.36773584 -1.3270272849 0.36575867 -1.332938359 1.407258153
## 747 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 748 0.17392990 -2.0039330253 0.17290493 -2.036517494 1.292523373
## 749 0.30512493 -1.5695907957 0.27947176 -1.662492918 1.124168220
## 750 0.93100307 0.0812010080 1.23607686 0.568547183 0.316488928
## 751 0.32721917 -1.3123356321 0.38242335 -1.142912877 1.179989362
## 752 0.48164086 -0.8681207416 0.54839095 -0.687400574 0.966991296
## 753 1.03977635 0.3007211433 1.04894602 0.340935213 0.327504108
## 754 0.43104877 -0.7222832230 0.42755493 -0.566883031 0.683488131
## 755 1.04954006 0.3183197951 1.55493177 0.834904328 0.031681990
## 756 0.16481150 -2.2173778881 0.17204935 -2.154504965 1.426200279
## 757 0.18738650 -1.7641322285 0.25679224 -1.397791968 1.387934348
## 758 1.35119020 0.7226527129 1.68148378 1.127445772 -0.016684498
## 759 0.69128982 -0.4355875026 0.81706576 -0.161254407 0.728871786
## 760 1.93793074 1.4745657145 1.77764866 1.283441723 -1.160730461
## 761 0.49635035 -0.8907317164 0.72460023 -0.343084690 0.891996723
## 762 0.82412134 -0.1212109628 1.06345237 0.300937422 0.324818882
## 763 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 764 2.05665234 1.4667982417 2.20209557 1.546126781 -1.373042233
## 765 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 766 0.54186147 -0.5842970041 0.49662235 -0.568584230 1.010621307
## 767 2.29359820 1.7257990651 2.15655101 1.588494070 -2.388413332
## 768 1.40337589 0.8094667762 1.70015784 1.197885924 -0.464911406
## 769 0.62086032 -0.6031602745 0.63163372 -0.571871704 0.887077698
## 770 1.15122087 0.4439462418 1.04694241 0.269576019 0.276172343
## 771 0.72597142 -0.1886159669 0.90562562 0.150510570 0.471939646
## 772 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 773 0.19792742 -1.9655820086 0.17288969 -2.078519337 1.208979274
## 774 4.16386742 2.9897822611 3.44030368 2.406598998 -3.336654096
## 775 0.24720591 -1.4392895273 0.15614590 -1.637311779 0.942810268
## 776 2.36584601 1.9379704565 2.13649375 1.710951880 -2.543196427
## 777 0.29396961 -1.5191662444 0.30020262 -1.480655333 0.923517443
## 778 1.04954006 0.3183197951 1.55493177 0.834904328 0.031681990
## 779 0.45538819 -1.0149634753 0.36665119 -1.306731201 0.507139797
## 780 0.27069203 -1.2379800559 0.17761980 -1.332156858 1.184958629
## 781 0.06010738 -3.0821028428 0.05579081 -3.115019278 1.092932990
## 782 0.73386576 -0.2784041411 0.81685306 -0.112107367 0.271133742
## 783 0.23519443 -1.7614478351 0.25335291 -1.704909979 1.279529812
## 784 0.84769726 -0.0367977250 1.08334132 0.348238566 0.552766697
## 785 0.28145810 -1.0467232387 0.19138953 -1.107685640 1.110242084
## 786 0.11211277 -2.5824175146 0.10664881 -2.621016425 1.142478762
## 787 0.69116385 -0.4121614606 0.63232763 -0.553860700 0.791920146
## 788 2.33047109 1.9364335626 2.27329177 1.868748311 -2.024329249
## 789 0.56242485 -0.3852407036 0.66922104 -0.106115093 0.643730283
## 790 0.48337406 -0.8312197836 0.54158698 -0.686621753 0.994889662
## 791 0.96601566 0.1425138179 0.99481432 0.188817791 0.499372653
## 792 0.82373574 -0.1435478130 0.90357884 0.011378265 0.193268365
## 793 1.23969245 0.5627167793 1.39899282 0.767623009 -0.287335799
## 794 1.23645756 0.5640902135 1.44412352 0.840788375 0.006016228
## 795 0.56511634 -0.5964227982 0.66789420 -0.354940656 0.909003492
## 796 0.15846949 -2.0584688310 0.12662866 -2.275265637 1.215704969
## 797 0.27069203 -1.2379800559 0.17761980 -1.332156858 1.184958629
## 798 3.40428053 2.6781298974 3.48732666 2.756655296 -3.629541183
## 799 2.46819015 1.9251230956 2.68960213 2.130352797 -2.319716644
## 800 0.66588854 -0.4614482851 0.57264286 -0.692804775 0.525734839
## 801 0.18431630 -1.7908478981 0.27231945 -1.365635948 1.183602217
## 802 0.22721931 -1.8305187823 0.22821465 -1.807938063 1.395705389
## 803 0.20786032 -1.9182417263 0.21729231 -1.892774569 1.023071776
## 804 0.16250601 -2.0181533248 0.13164696 -2.167653552 1.558563761
## 805 3.63180654 3.0583204731 3.27234167 2.775178384 -5.357267375
## 806 0.15846949 -2.0584688310 0.12662866 -2.275265637 1.215704969
## 807 0.56511634 -0.5964227982 0.66789420 -0.354940656 0.909003492
## 808 0.17574689 -2.0374053657 0.20210430 -1.884280402 1.726805041
## 809 1.29987830 0.6723274641 1.27369542 0.634140148 -0.481542886
## 810 0.84719246 -0.1013100567 0.95352041 0.102992071 0.414770078
## 811 0.78798229 -0.2239656757 0.90800161 0.018307589 0.630649423
## 812 0.23777877 -1.6511879145 0.23026553 -1.633316581 1.336654391
## 813 3.29020810 2.5440517110 4.56419321 3.170226712 -3.290994085
## 814 0.34804376 -0.7560590446 0.31014880 -0.691970225 1.140850509
## 815 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 816 0.52141933 -0.8571328832 0.50528770 -0.892285356 0.542599443
## 817 0.18431630 -1.7908478981 0.27231945 -1.365635948 1.183602217
## 818 0.07697446 -2.8662914801 0.06952230 -2.946653939 1.203298829
## 819 1.25720354 0.5903941038 1.23905511 0.556925968 -0.071114823
## 820 0.64857198 -0.5211357820 0.55547601 -0.741982172 0.856841013
## 821 0.54241097 -0.7950722132 0.55729560 -0.746524356 0.849085412
## 822 0.39275722 -1.1980970480 0.46809874 -0.957872623 1.290445826
## 823 0.60563314 -0.6211147890 0.68609048 -0.435670014 0.708965581
## 824 0.02964748 -3.2713666423 0.02872786 -3.259823125 1.927493880
## 825 0.17486297 -1.9626033009 0.13187137 -2.183636202 1.650181079
## 826 0.58552108 -0.6519615918 0.54938379 -0.753287222 0.793223698
## 827 4.40624733 3.3279225796 3.97570156 2.966664393 -4.519125706
## 828 0.29240921 -1.2801208406 0.24307874 -1.293115100 1.340717642
## 829 0.04433912 -3.2805240665 0.04529245 -3.242182398 1.101176008
## 830 0.56010625 -0.6102160585 0.59157574 -0.465258527 0.567030978
## 831 0.17392990 -2.0039330253 0.17290493 -2.036517494 1.292523373
## 832 2.22611608 1.6960844933 2.69698986 2.083973623 -2.853380710
## 833 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 834 3.49434362 2.7852568432 4.14190108 3.205610441 -4.055871918
## 835 0.56109351 -0.7150910022 0.61655977 -0.587159083 0.547908192
## 836 0.53223489 -0.7733156251 0.39632833 -1.178070387 0.579246287
## 837 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 838 0.41176063 -1.1874512192 0.35920481 -1.353129650 1.125843100
## 839 0.85735777 -0.0636519334 0.83100946 -0.119273981 0.652124160
## 840 0.96747909 0.1452442103 0.95453788 0.119962340 0.012493517
## 841 0.48752215 -0.7924607855 0.43960151 -0.897498432 1.129686003
## 842 0.11000935 -2.1678807366 0.16202016 -1.742140036 1.633147091
## 843 0.10894762 -2.6184774694 0.13193057 -2.431114344 1.366284675
## 844 0.51013859 -0.7319898542 0.50274632 -0.727833136 0.397056332
## 845 0.11643373 -2.5091161205 0.11947187 -2.499216961 1.271976980
## 846 1.53361325 0.9680397190 1.49673614 0.927392850 -0.413281816
## 847 0.92292634 0.0448542980 0.78959139 -0.217907391 0.525468225
## 848 0.64857198 -0.5211357820 0.55547601 -0.741982172 0.856841013
## 849 1.88228395 1.3638723673 2.10618174 1.609389338 -1.157425247
## 850 0.97254006 0.1566801676 0.98541311 0.175970499 0.418121475
## 851 0.52794455 -0.7315717443 0.59285728 -0.582577085 1.011458961
## 852 0.18738650 -1.7641322285 0.25679224 -1.397791968 1.387934348
## 853 0.17502248 -1.8823268836 0.22149209 -1.646352331 1.169983323
## 854 1.37283689 0.7484156954 1.33590612 0.693131211 -0.564290069
## 855 0.49154254 -0.8340097072 0.55429726 -0.665133163 1.173294767
## 856 0.52021039 -0.7205837899 0.57933237 -0.572719029 0.602521093
## 857 0.04898706 -2.7118668018 0.04855207 -2.585624430 1.480299962
## 858 1.75453284 1.0867828783 2.83293491 1.759509518 -0.381789374
## 859 0.18794563 -2.0648916183 0.15488876 -2.231625726 0.960002730
## 860 1.82849595 1.1528611485 2.18483812 1.338351470 -0.672944091
## 861 0.35919655 -1.3373354355 0.34911421 -1.379662100 1.165958073
## 862 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 863 0.64567246 -0.5414201854 0.58284092 -0.689492372 0.335257167
## 864 1.57131774 1.0410819669 1.22401892 0.556843939 -0.838456943
## 865 0.59964351 -0.5967796892 0.70912887 -0.359789208 0.834970812
## 866 0.98212746 0.1615665396 1.08596161 0.336925022 0.477765272
## 867 0.65496095 -0.4486328160 0.73806434 -0.280930030 0.673132240
## 868 0.93229045 0.1281862839 1.07123242 0.342414430 0.682785672
## 869 0.83003999 -0.0734167254 0.84219721 -0.016267636 0.109806607
## 870 0.82584520 -0.0715846808 1.20395757 0.509241141 0.561575500
## 871 2.47612028 1.8727216512 2.55931580 1.915835066 -2.463469445
## 872 0.25634464 -1.6256622899 0.36158592 -1.258241132 1.263597985
## 873 0.74306027 -0.2950901174 0.78324099 -0.217364541 0.329953043
## 874 0.36170240 -1.3517946839 0.36278751 -1.345068374 0.657504666
## 875 0.15603341 -2.2394177639 0.21070919 -1.952580937 1.564538031
## 876 1.62453269 1.0878292252 1.81802935 1.326512968 -0.584606622
## 877 1.24991613 0.5863702840 1.22707858 0.555104701 0.142232962
## 878 0.02964748 -3.2713666423 0.02872786 -3.259823125 1.927493880
## 879 0.21245780 -1.9379863656 0.21197989 -1.920932121 1.274885198
## 880 1.74053818 1.2019868000 1.58797093 1.029239786 -0.976626213
## 881 1.03342958 0.2584018059 1.01660383 0.233682344 -0.269265858
## 882 0.43104877 -0.7222832230 0.42755493 -0.566883031 0.683488131
## 883 1.18284767 0.4865105784 1.05309032 0.289935464 -0.276417231
## 884 0.45938083 -1.0265163478 0.42214481 -1.142515472 0.839670599
## 885 0.35736636 -1.2902817193 0.36485485 -1.283082438 0.899976696
## 886 0.48886238 -0.8483016112 0.57082149 -0.632852333 1.013846930
## 887 0.60273469 -0.2836876878 0.79379995 0.037307883 1.122279150
## 888 0.17392990 -2.0039330253 0.17290493 -2.036517494 1.292523373
## 889 0.54186147 -0.5842970041 0.49662235 -0.568584230 1.010621307
## 890 0.44711580 -1.0722008598 0.41059143 -1.174876852 1.416734057
## 891 1.54977055 0.9248195186 1.47771659 0.810289934 -0.992628593
## 892 0.74346753 -0.3019789134 0.77248770 -0.235829352 0.754110435
## 893 0.34804376 -0.7560590446 0.31014880 -0.691970225 1.140850509
## 894 0.28761589 -1.6369689675 0.32004020 -1.495504323 1.010050648
## 895 0.36674760 -1.3156659249 0.45180161 -1.030987836 1.061681086
## 896 0.32365790 -1.3989197932 0.42371652 -1.087195891 1.313693775
## 897 0.61265333 -0.3562600424 0.50709820 -0.423209983 0.718364213
## 898 0.35917539 -1.1857659379 0.36016558 -1.183814630 0.915748526
## 899 0.47236247 -0.7944034002 0.44041269 -0.804867468 1.021299595
## 900 0.74841377 -0.2894834071 0.86461959 -0.052121439 0.726197266
## 901 1.17979157 0.4858010170 1.19545028 0.510987198 0.023274699
## 902 1.75083325 1.2221847763 1.53110387 0.966179188 -1.269178570
## 903 0.34722985 -1.4101725625 0.39531943 -1.235383575 1.075069153
## 904 0.48598539 -0.8395307031 0.46649143 -0.841012584 0.892508691
## 905 0.36519659 -1.3263380357 0.38321026 -1.251361017 0.813237688
## 906 0.59964351 -0.5967796892 0.70912887 -0.359789208 0.834970812
## 907 1.13946184 0.4236314409 1.38700152 0.795003048 -0.182325918
## 908 1.05811375 0.3022428628 1.27601013 0.606682610 -0.062958660
## 909 2.94853685 2.5154191764 3.14965682 2.678096377 -3.717623433
## 910 0.94976145 0.1934480579 1.18483439 0.492805064 0.200849695
## 911 0.06998008 -2.7258444760 0.09142316 -2.511700503 1.729343127
## 912 0.25523293 -1.7696190558 0.27620206 -1.675921267 1.035949381
## 913 0.24181882 -1.7981413855 0.26618066 -1.673999766 0.803775691
## 914 0.85270653 -0.0916223891 0.96476107 0.123453726 0.771615445
## 915 0.15811586 -2.2367608998 0.18275674 -2.104788471 1.181087909
## 916 0.18738650 -1.7641322285 0.25679224 -1.397791968 1.387934348
## 917 0.34804376 -0.7560590446 0.31014880 -0.691970225 1.140850509
## 918 0.18431630 -1.7908478981 0.27231945 -1.365635948 1.183602217
## 919 0.10406121 -2.6091572218 0.10406315 -2.584156709 1.495833035
## 920 0.45674252 -0.5446099098 0.61325111 -0.162767590 0.870812374
## 921 0.44883619 -0.9348997306 0.59836072 -0.508697590 0.834822275
## 922 1.74193228 1.2305691511 1.87951407 1.399053682 -0.737198762
## 923 0.40811419 -1.0657621786 0.54875949 -0.676885717 1.291316334
## 924 0.29240921 -1.2801208406 0.24307874 -1.293115100 1.340717642
## 925 0.41184946 -1.1745542152 0.41078710 -1.179453008 1.083655665
## 926 0.21548130 -1.9375818757 0.26418967 -1.718059995 1.474005064
## 927 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 928 0.31220993 -1.3251019654 0.37898672 -1.100691711 1.271359632
## 929 2.08577270 1.6703845427 2.48470101 2.079229287 -1.668829802
## 930 2.10779962 1.7001315167 1.79030888 1.329147440 -2.050118079
## 931 0.63282271 -0.5643333917 0.60750855 -0.617827988 0.637356444
## 932 0.84450401 -0.0904786072 0.79171509 -0.199891060 -0.208841720
## 933 2.01817957 1.5444439376 1.79459348 1.306249971 -1.643573107
## 934 1.58610952 1.0703235530 1.93615957 1.498083531 -1.020803364
## 935 3.18339536 2.5163209536 3.05016391 2.393829941 -3.249864394
## 936 0.28187305 -1.4817579245 0.28331911 -1.454675084 1.507804682
## 937 0.76279787 -0.1198391714 0.59795405 -0.300883252 0.702432207
## 938 0.42730381 -0.8979953979 0.40902880 -0.850882093 1.003746179
## 939 0.56443912 -0.7320943121 0.58788429 -0.674659868 1.185716154
## 940 0.48489783 -0.3860284157 0.68593021 -0.015887087 1.007537119
## 941 0.42730381 -0.8979953979 0.40902880 -0.850882093 1.003746179
## 942 0.64956833 -0.2523151606 0.83109704 0.098503925 0.717503281
## 943 0.32257304 -1.3281693591 0.32010045 -1.308965666 0.743049516
## 944 0.53174189 -0.6956713369 0.58767163 -0.558864662 1.070544596
## 945 3.75218154 3.0126979940 4.39065917 3.472441212 -3.990168480
## 946 0.36773584 -1.3270272849 0.36575867 -1.332938359 1.407258153
## 947 1.09980313 0.3612525740 0.89475745 0.015398433 -0.275586725
## 948 0.85803932 -0.0746435708 0.97881105 0.150509028 0.533182404
## 949 0.53313226 -0.7976199305 0.53010945 -0.813754636 0.987223177
## 950 0.06335127 -2.8421408818 0.06976905 -2.813390463 1.353530320
## 951 0.97083606 0.1501335689 1.20058276 0.513648984 0.335075799
## 952 0.14602172 -2.3538206508 0.13387651 -2.424799292 1.094721068
## 953 0.25496616 -1.7673401350 0.29621818 -1.578255246 1.045667025
## 954 0.40847238 -1.1110686658 0.53924485 -0.759354565 1.048208996
## 955 1.42890938 0.8218168265 1.53064715 0.941989772 -0.533551107
## 956 1.11902423 0.3908832274 1.29842513 0.658030979 0.084629527
## 957 0.60273469 -0.2836876878 0.79379995 0.037307883 1.122279150
## 958 1.62527446 1.1062123420 1.93107035 1.459052231 -1.254191469
## 959 0.28047179 -1.5990651503 0.27198802 -1.617278856 1.437485688
## 960 0.73010029 -0.3297068795 0.58078746 -0.666867541 0.628518426#modified version (remove item with loading lower than 0.4)
DGS_7model_5 <- DGS %>%
select(c(DGS_28,DGS_35,DGS_68)) #20,48 out due to low loading
DGS_IRT_5 = mirt(data = DGS_7model_5,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -4859.278, Max-Change: 0.91756
Iteration: 2, Log-Lik: -4711.234, Max-Change: 0.37428
Iteration: 3, Log-Lik: -4680.083, Max-Change: 0.32159
Iteration: 4, Log-Lik: -4664.466, Max-Change: 0.12999
Iteration: 5, Log-Lik: -4658.558, Max-Change: 0.09470
Iteration: 6, Log-Lik: -4656.259, Max-Change: 0.06456
Iteration: 7, Log-Lik: -4654.573, Max-Change: 0.04360
Iteration: 8, Log-Lik: -4654.191, Max-Change: 0.03142
Iteration: 9, Log-Lik: -4653.995, Max-Change: 0.02418
Iteration: 10, Log-Lik: -4653.779, Max-Change: 0.01152
Iteration: 11, Log-Lik: -4653.750, Max-Change: 0.00902
Iteration: 12, Log-Lik: -4653.730, Max-Change: 0.00756
Iteration: 13, Log-Lik: -4653.690, Max-Change: 0.00654
Iteration: 14, Log-Lik: -4653.687, Max-Change: 0.00050
Iteration: 15, Log-Lik: -4653.686, Max-Change: 0.00037
Iteration: 16, Log-Lik: -4653.684, Max-Change: 0.00067
Iteration: 17, Log-Lik: -4653.684, Max-Change: 0.00047
Iteration: 18, Log-Lik: -4653.684, Max-Change: 0.00020
Iteration: 19, Log-Lik: -4653.684, Max-Change: 0.00016
Iteration: 20, Log-Lik: -4653.684, Max-Change: 0.00010summary(DGS_IRT_5)## F1 h2
## DGS_28 0.744 0.553
## DGS_35 0.549 0.301
## DGS_68 0.615 0.378
##
## SS loadings: 1.233
## Proportion Var: 0.411
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_5, IRTpars = T)## $DGS_28
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.894 -1.06 -0.093 0.557 0.791 1.383 2.144 0
##
## $DGS_35
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.118 -1.384 -0.345 0.137 0.575 1.757 1.931 0
##
## $DGS_68
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.328 -1.005 -0.103 0.535 0.549 1.612 2.037 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_5, 5, type = "trace")
itemplot(DGS_IRT_5, 1, type = "info")
plot(DGS_IRT_5, type = "trace")
plot(DGS_IRT_5, type = "info")
plot(DGS_IRT_5) #expected score curve
#person fit
fscores(DGS_IRT_5) #factor score for each participants## F1
## [1,] 0.725971545
## [2,] 1.858726466
## [3,] -0.301023747
## [4,] 0.725971545
## [5,] 0.044180238
## [6,] 0.170548962
## [7,] 0.400305546
## [8,] 1.182756512
## [9,] 0.213107109
## [10,] 0.240766144
## [11,] -0.353982482
## [12,] 0.375481015
## [13,] 0.306008959
## [14,] -0.353982482
## [15,] -0.444926892
## [16,] -0.301023747
## [17,] 0.282445041
## [18,] 0.506648630
## [19,] -0.049202053
## [20,] 1.469699313
## [21,] -0.784874770
## [22,] -0.155392146
## [23,] 0.170548962
## [24,] 0.100566664
## [25,] 1.041829601
## [26,] -1.410629595
## [27,] -1.768757880
## [28,] 0.531016239
## [29,] -0.676541918
## [30,] -0.869578101
## [31,] -0.676541918
## [32,] 1.469699313
## [33,] -0.353982482
## [34,] 0.531016239
## [35,] -1.768757880
## [36,] 0.438784789
## [37,] -0.107102655
## [38,] -0.321319909
## [39,] 0.309577580
## [40,] 0.170548962
## [41,] -0.185557419
## [42,] -1.351526749
## [43,] 1.389064093
## [44,] 1.638147812
## [45,] 0.506648630
## [46,] -0.897108443
## [47,] -1.768757880
## [48,] -1.768757880
## [49,] -0.676541918
## [50,] 0.465077997
## [51,] -0.743991720
## [52,] -0.479701994
## [53,] 0.144134589
## [54,] 0.572341629
## [55,] -1.351526749
## [56,] 0.839364824
## [57,] 0.750340062
## [58,] 0.906424063
## [59,] -0.444926892
## [60,] 0.282445041
## [61,] 0.546330566
## [62,] 1.041829601
## [63,] 0.196734554
## [64,] 1.605490342
## [65,] 0.531016239
## [66,] 0.531016239
## [67,] -0.515111965
## [68,] 0.028749466
## [69,] -0.652185652
## [70,] -0.266957111
## [71,] 1.041829601
## [72,] -0.479701994
## [73,] 2.068483246
## [74,] 0.482221606
## [75,] -0.826717745
## [76,] 0.170548962
## [77,] -0.479701994
## [78,] 0.266400932
## [79,] -0.237828815
## [80,] 0.144134589
## [81,] -0.444926892
## [82,] 0.375481015
## [83,] -0.075927858
## [84,] 0.906424063
## [85,] 0.375481015
## [86,] -0.185557419
## [87,] -0.269187018
## [88,] -1.351526749
## [89,] 1.284823531
## [90,] -1.768757880
## [91,] 1.041829601
## [92,] -0.029267270
## [93,] 1.638147812
## [94,] 0.373723395
## [95,] 0.881488344
## [96,] -0.537741838
## [97,] -0.107102655
## [98,] -0.444926892
## [99,] -0.515111965
## [100,] -1.768757880
## [101,] 1.182756512
## [102,] 0.814727666
## [103,] 0.686358926
## [104,] 0.282445041
## [105,] 0.466808906
## [106,] -0.941763653
## [107,] -1.768757880
## [108,] -0.444926892
## [109,] 1.041829601
## [110,] 1.313106635
## [111,] -0.715911668
## [112,] 0.774767377
## [113,] 0.044180238
## [114,] 0.172405479
## [115,] 0.531016239
## [116,] 0.373723395
## [117,] -0.029267270
## [118,] -1.068537784
## [119,] -0.049202053
## [120,] -0.107102655
## [121,] -0.479701994
## [122,] 0.465077997
## [123,] -0.676541918
## [124,] -1.768757880
## [125,] -0.784874770
## [126,] -1.118035448
## [127,] -0.676541918
## [128,] -0.003057355
## [129,] -0.897108443
## [130,] 1.313106635
## [131,] 0.196734554
## [132,] 1.209963007
## [133,] -1.768757880
## [134,] -0.301023747
## [135,] 0.044180238
## [136,] -0.941763653
## [137,] 0.238948740
## [138,] 0.906424063
## [139,] 0.814727666
## [140,] -1.768757880
## [141,] -1.410629595
## [142,] 0.531016239
## [143,] -0.676541918
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## [755,] -1.768757880
## [756,] 0.660376458
## [757,] -0.676541918
## [758,] 1.284823531
## [759,] 0.506648630
## [760,] 0.854924853
## [761,] -0.001077311
## [762,] -0.269187018
## [763,] -0.676541918
## [764,] -0.869578101
## [765,] 0.531016239
## [766,] -0.941763653
## [767,] -0.743991720
## [768,] 0.332983578
## [769,] 0.282445041
## [770,] 0.373723395
## [771,] -1.068537784
## [772,] -0.676541918
## [773,] 0.906424063
## [774,] -0.504424698
## [775,] -1.068537784
## [776,] 0.142260259
## [777,] 0.906424063
## [778,] -1.768757880
## [779,] 0.071561945
## [780,] -1.410629595
## [781,] 0.531016239
## [782,] 1.016056759
## [783,] 0.144134589
## [784,] 1.822083821
## [785,] -1.768757880
## [786,] 0.307793666
## [787,] 0.044180238
## [788,] 0.799265077
## [789,] -1.768757880
## [790,] -0.301023747
## [791,] 0.044180238
## [792,] 0.071561945
## [793,] -0.237828815
## [794,] 1.469699313
## [795,] -0.676541918
## [796,] -0.185557419
## [797,] -1.410629595
## [798,] -0.423348614
## [799,] -0.333360290
## [800,] 0.214938621
## [801,] -0.676541918
## [802,] 0.881488344
## [803,] 0.170548962
## [804,] 1.284823531
## [805,] 0.463346688
## [806,] -0.185557419
## [807,] -0.676541918
## [808,] 1.041829601
## [809,] 0.196734554
## [810,] 0.555336442
## [811,] 0.506648630
## [812,] 1.469699313
## [813,] 2.505595551
## [814,] -1.768757880
## [815,] -0.676541918
## [816,] 0.750340062
## [817,] -0.676541918
## [818,] 0.307793666
## [819,] 1.922834998
## [820,] 0.774767377
## [821,] 0.750340062
## [822,] 0.814727666
## [823,] -0.001077311
## [824,] 1.041829601
## [825,] 1.284823531
## [826,] 0.117477741
## [827,] 1.304591657
## [828,] -0.941763653
## [829,] 0.531016239
## [830,] 1.961697029
## [831,] -0.001077311
## [832,] 1.961697029
## [833,] -0.676541918
## [834,] 1.671345367
## [835,] -0.001077311
## [836,] 0.073484805
## [837,] -0.676541918
## [838,] 0.594895592
## [839,] 0.044180238
## [840,] -0.301023747
## [841,] -0.353982482
## [842,] -0.676541918
## [843,] 0.531016239
## [844,] -0.715911668
## [845,] 0.144134589
## [846,] -0.049202053
## [847,] 0.373723395
## [848,] 0.774767377
## [849,] -0.333360290
## [850,] -0.136613177
## [851,] -0.107102655
## [852,] -0.676541918
## [853,] -0.479701994
## [854,] 1.409702247
## [855,] 1.284823531
## [856,] -0.676541918
## [857,] -0.676541918
## [858,] -1.768757880
## [859,] 0.750340062
## [860,] -1.768757880
## [861,] 0.282445041
## [862,] -1.768757880
## [863,] 0.620860376
## [864,] 0.172405479
## [865,] -0.029267270
## [866,] 0.332983578
## [867,] -0.155392146
## [868,] 2.068483246
## [869,] 2.186202355
## [870,] -0.676541918
## [871,] -1.020468467
## [872,] -0.001077311
## [873,] -0.029267270
## [874,] 0.400305546
## [875,] 0.144134589
## [876,] -0.185557419
## [877,] 0.098663073
## [878,] 1.041829601
## [879,] 0.814727666
## [880,] -0.049202053
## [881,] 1.519801538
## [882,] -1.768757880
## [883,] 1.086098419
## [884,] 0.332983578
## [885,] 0.170548962
## [886,] 1.209963007
## [887,] 2.505595551
## [888,] -0.001077311
## [889,] -0.941763653
## [890,] 0.594895592
## [891,] -1.020468467
## [892,] 0.594895592
## [893,] -1.768757880
## [894,] 0.660376458
## [895,] 0.660376458
## [896,] -0.001077311
## [897,] -1.351526749
## [898,] -0.479701994
## [899,] -0.715911668
## [900,] 1.041829601
## [901,] 0.098663073
## [902,] -0.423348614
## [903,] 0.531016239
## [904,] 1.858726466
## [905,] 0.750340062
## [906,] -0.029267270
## [907,] -0.185557419
## [908,] -0.637999311
## [909,] 0.417618100
## [910,] -1.768757880
## [911,] 1.041829601
## [912,] 0.375481015
## [913,] 0.660376458
## [914,] 0.594895592
## [915,] 0.307793666
## [916,] -0.676541918
## [917,] -1.768757880
## [918,] -0.676541918
## [919,] 0.660376458
## [920,] -1.768757880
## [921,] 1.638147812
## [922,] -0.049202053
## [923,] 1.041829601
## [924,] -0.941763653
## [925,] 0.282445041
## [926,] 0.144134589
## [927,] -1.768757880
## [928,] -0.269187018
## [929,] 0.332983578
## [930,] 0.557052402
## [931,] 0.555336442
## [932,] -0.077971169
## [933,] 0.125497945
## [934,] 0.332983578
## [935,] 1.059988444
## [936,] 1.284823531
## [937,] -1.202021350
## [938,] -0.941763653
## [939,] 0.282445041
## [940,] -1.768757880
## [941,] -0.941763653
## [942,] -1.410629595
## [943,] 1.439502956
## [944,] -0.301023747
## [945,] -0.676541918
## [946,] 0.282445041
## [947,] 0.073484805
## [948,] 0.332983578
## [949,] 0.282445041
## [950,] -0.001077311
## [951,] 0.814727666
## [952,] 0.375481015
## [953,] 0.660376458
## [954,] -0.001077311
## [955,] 1.553361936
## [956,] 1.182756512
## [957,] 2.505595551
## [958,] 1.016056759
## [959,] 0.906424063
## [960,] 0.724252614mirt::itemfit(DGS_IRT_5)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_28 57.797 19 0.046 0.000
## 2 DGS_35 40.701 20 0.033 0.004
## 3 DGS_68 42.940 20 0.035 0.002mirt::personfit(DGS_IRT_5)## outfit z.outfit infit z.infit Zh
## 1 0.68136899 -0.22600663 0.69369335 -0.20054043 0.62751790
## 2 0.49107355 -0.55305925 0.51445298 -0.50631759 0.69942565
## 3 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 4 0.68136899 -0.22600663 0.69369335 -0.20054043 0.62751790
## 5 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 6 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 7 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 8 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 9 1.03801556 0.30197851 0.99986663 0.25146652 -0.04395707
## 10 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 11 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 12 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 13 3.71444934 2.45468202 3.55246704 2.36346902 -4.23081207
## 14 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 15 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 16 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 17 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 18 0.39912374 -0.82868919 0.42104169 -0.76932447 0.83747585
## 19 1.93517723 1.19347027 2.06752563 1.30329523 -0.71106508
## 20 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 21 1.08589504 0.38130007 0.92371937 0.20330243 -0.17104649
## 22 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 23 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 24 0.98266383 0.23520737 0.94692247 0.18604676 -0.05143980
## 25 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 26 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 27 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 28 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 29 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 30 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 31 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 32 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 33 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 34 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 35 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 36 4.30403240 2.79594071 4.14530978 2.70677378 -5.55531689
## 37 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 38 1.27466967 0.58128853 1.47674760 0.77858907 -0.57536238
## 39 1.65144119 0.98071355 1.50909379 0.84006872 -0.69318464
## 40 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 41 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 42 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 43 0.98322350 0.25314544 1.02439014 0.30382225 0.17319278
## 44 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 45 0.39912374 -0.82868919 0.42104169 -0.76932447 0.83747585
## 46 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 47 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 48 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 49 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 50 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 51 3.08363184 1.89473076 3.07451447 1.85006237 -2.41745664
## 52 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 53 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 54 1.48072793 0.81390591 1.52543449 0.85813218 -0.33463904
## 55 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 56 0.72899206 -0.13105744 0.78125197 -0.04553419 0.06155594
## 57 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 58 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 59 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 60 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 61 2.41439746 1.63503309 2.47730169 1.67623706 -1.76731675
## 62 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 63 1.40600781 0.72832797 1.57900857 0.90423610 -0.21214586
## 64 0.83089223 0.04287119 0.93184165 0.17968409 0.56955364
## 65 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 66 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 67 1.16220615 0.46360694 1.35075543 0.65519991 -0.15757421
## 68 3.59898847 2.29872333 3.31624469 2.15145100 -2.99633151
## 69 3.21912992 1.97251865 3.72768563 2.19658369 -2.29344844
## 70 2.25632213 1.41057636 1.93866761 1.17552709 -1.49521470
## 71 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 72 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 73 0.75460140 -0.08051567 0.83673545 0.04377138 0.81414337
## 74 1.72391015 1.05636297 1.84903809 1.16914948 -1.18962681
## 75 0.67727116 -0.14705768 0.60316311 -0.23414256 0.19952141
## 76 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 77 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 78 1.03928005 0.30183965 1.07850172 0.35192665 -0.32952126
## 79 1.02310481 0.30115852 1.09359078 0.38358295 -0.05427661
## 80 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 81 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 82 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 83 1.34017450 0.65122673 1.19255491 0.49310261 -0.34500993
## 84 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 85 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 86 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 87 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 88 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 89 0.24424777 -1.09057513 0.21135851 -1.18963366 1.17742279
## 90 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 91 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 92 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 93 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 94 1.44486506 0.77561842 1.39779351 0.72497530 -0.22153194
## 95 0.19512650 -1.35641225 0.19204702 -1.35488388 0.96604013
## 96 1.24636643 0.55206344 1.33091396 0.63585362 -0.35685100
## 97 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 98 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 99 1.16220615 0.46360694 1.35075543 0.65519991 -0.15757421
## 100 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 101 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 102 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 103 1.92512504 1.22686840 1.82658292 1.13646959 -1.22803977
## 104 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 105 1.01316326 0.26330982 0.93390066 0.15494166 0.01889206
## 106 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 107 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 108 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 109 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 110 0.81760606 0.03812081 0.83765577 0.06773255 0.12951848
## 111 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 112 0.85706659 0.05645672 0.85585136 0.05768188 0.34978618
## 113 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 114 2.39518251 1.58349854 2.15656007 1.40622271 -1.39589417
## 115 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 116 1.44486506 0.77561842 1.39779351 0.72497530 -0.22153194
## 117 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 118 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 119 1.93517723 1.19347027 2.06752563 1.30329523 -0.71106508
## 120 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 121 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 122 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 123 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 124 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 125 1.08589504 0.38130007 0.92371937 0.20330243 -0.17104649
## 126 1.02887892 0.32144756 1.09460180 0.40476103 -0.01003799
## 127 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 128 2.65273988 1.72453777 2.39909730 1.55789071 -2.26507506
## 129 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 130 0.81760606 0.03812081 0.83765577 0.06773255 0.12951848
## 131 1.40600781 0.72832797 1.57900857 0.90423610 -0.21214586
## 132 0.26493642 -1.03178226 0.28077981 -0.97710068 0.94794439
## 133 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 134 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 135 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 136 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 137 1.19886539 0.49930432 1.17055001 0.46567330 -0.05706587
## 138 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 139 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 140 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 141 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 142 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 143 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 144 1.02310481 0.30115852 1.09359078 0.38358295 -0.05427661
## 145 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 146 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 147 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 148 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 149 0.96347727 0.23334992 0.88789972 0.13975879 -0.08096272
## 150 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 151 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 152 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 153 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 154 1.48072793 0.81390591 1.52543449 0.85813218 -0.33463904
## 155 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 156 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 157 0.29165406 -0.96311526 0.28915988 -0.96743121 0.88198349
## 158 2.71578639 1.85410416 2.57730200 1.74998380 -2.18960573
## 159 1.01316326 0.26330982 0.93390066 0.15494166 0.01889206
## 160 5.49608025 3.25111819 5.30208920 3.15097125 -6.39153757
## 161 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 162 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 163 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
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## 170 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
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## 175 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
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## 179 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 180 1.90873351 1.14234364 2.18249294 1.34125193 -1.25915398
## 181 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 182 0.19512650 -1.35641225 0.19204702 -1.35488388 0.96604013
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## 189 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 190 1.78053175 1.04961233 1.82959725 1.08659855 -0.96247015
## 191 1.68603612 0.99068604 1.65134908 0.96191547 -1.23692192
## 192 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
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## 196 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
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## 199 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 200 1.48887840 0.79513311 1.51993997 0.82233447 -0.45838046
## 201 1.63697775 0.94316784 1.66767386 0.96789597 -1.01846805
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## 203 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 204 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 205 1.01316326 0.26330982 0.93390066 0.15494166 0.01889206
## 206 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 207 1.32811948 0.63989812 1.31825997 0.62883363 -0.21669474
## 208 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 209 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 210 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 211 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 212 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
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## 214 0.71180000 -0.17229322 0.69403498 -0.20405527 0.26698637
## 215 1.34017450 0.65122673 1.19255491 0.49310261 -0.34500993
## 216 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 217 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 218 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
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## 220 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 221 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 222 1.00741706 0.25734966 1.07425638 0.34519262 0.08376341
## 223 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 224 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 225 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 226 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
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## 228 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 229 2.40532541 1.55012600 2.21104707 1.41564627 -2.20691969
## 230 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 231 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 232 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 233 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 234 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 235 6.22474722 3.33117716 7.20250329 3.66738394 -6.53441202
## 236 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 237 0.83089223 0.04287119 0.93184165 0.17968409 0.56955364
## 238 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 239 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 240 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 241 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 242 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 243 4.61959388 2.66205433 5.37701069 2.94993873 -4.43732894
## 244 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 245 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 246 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 247 1.86077364 1.17487676 1.86589145 1.17544810 -0.75321502
## 248 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 249 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 250 1.08589504 0.38130007 0.92371937 0.20330243 -0.17104649
## 251 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 252 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 253 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 254 3.58573644 2.21293478 3.93563055 2.39312955 -3.43940041
## 255 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 256 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 257 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 258 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 259 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 260 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 261 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 262 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 263 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 264 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 265 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 266 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 267 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 268 0.98322350 0.25314544 1.02439014 0.30382225 0.17319278
## 269 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 270 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 271 4.64134310 2.80019142 5.35733980 3.12762306 -4.76344113
## 272 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 273 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 274 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 275 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 276 1.76294932 1.04890557 2.00086628 1.24960768 -0.95238106
## 277 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 278 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 279 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 280 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 281 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 282 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 283 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 284 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 285 0.86913666 0.07913445 0.99185193 0.24491555 0.43354485
## 286 2.16786738 1.38908111 2.25811860 1.45833574 -1.43472289
## 287 2.70831951 1.74145371 2.68134621 1.71548031 -1.90445921
## 288 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 289 0.93663919 0.19182410 0.94287961 0.20216262 -0.24168622
## 290 1.37684043 0.68108711 1.41136388 0.71091764 -0.55438155
## 291 0.76831123 -0.06023187 0.88016349 0.09940515 0.15858184
## 292 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 293 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 294 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 295 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 296 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 297 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 298 0.77322608 -0.04575248 0.81989672 0.02190050 0.57902945
## 299 1.08589504 0.38130007 0.92371937 0.20330243 -0.17104649
## 300 1.44486506 0.77561842 1.39779351 0.72497530 -0.22153194
## 301 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 302 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 303 1.89894676 1.12552968 1.80586302 1.03706254 -0.96931279
## 304 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 305 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 306 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 307 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 308 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 309 0.26493642 -1.03178226 0.28077981 -0.97710068 0.94794439
## 310 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 311 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 312 2.60549042 1.64494657 2.78119922 1.75090447 -1.84654557
## 313 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 314 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 315 0.64814388 -0.27376226 0.65666329 -0.25380974 -0.02244896
## 316 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 317 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 318 3.08363184 1.89473076 3.07451447 1.85006237 -2.41745664
## 319 0.86913666 0.07913445 0.99185193 0.24491555 0.43354485
## 320 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 321 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 322 3.04629673 2.00931907 3.27079753 2.15320435 -2.44265456
## 323 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 324 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 325 0.29165406 -0.96311526 0.28915988 -0.96743121 0.88198349
## 326 2.65273988 1.72453777 2.39909730 1.55789071 -2.26507506
## 327 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 328 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 329 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 330 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 331 1.02887892 0.32144756 1.09460180 0.40476103 -0.01003799
## 332 0.59739102 -0.31542760 0.63251096 -0.24975656 0.37276389
## 333 0.86913666 0.07913445 0.99185193 0.24491555 0.43354485
## 334 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 335 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 336 2.40532541 1.55012600 2.21104707 1.41564627 -2.20691969
## 337 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 338 0.19512650 -1.35641225 0.19204702 -1.35488388 0.96604013
## 339 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 340 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 341 6.22474722 3.33117716 7.20250329 3.66738394 -6.53441202
## 342 2.35727972 1.46632652 2.54488151 1.58283488 -1.50789341
## 343 0.96347727 0.23334992 0.88789972 0.13975879 -0.08096272
## 344 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 345 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 346 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 347 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 348 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 349 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 350 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 351 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 352 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 353 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 354 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 355 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 356 0.37073210 -0.90048256 0.37108893 -0.89525204 0.86522885
## 357 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 358 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 359 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 360 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 361 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 362 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 363 6.31547912 3.55044165 5.67351905 3.31407171 -6.46610958
## 364 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 365 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 366 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 367 1.19886539 0.49930432 1.17055001 0.46567330 -0.05706587
## 368 1.02310481 0.30115852 1.09359078 0.38358295 -0.05427661
## 369 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 370 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 371 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 372 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 373 0.67727116 -0.14705768 0.60316311 -0.23414256 0.19952141
## 374 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 375 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 376 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 377 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 378 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 379 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 380 1.15495229 0.45608898 1.00687751 0.29399567 -0.08147457
## 381 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 382 0.57052145 -0.35685714 0.51068087 -0.45584157 0.59904925
## 383 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 384 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 385 1.89894676 1.12552968 1.80586302 1.03706254 -0.96931279
## 386 1.74296914 0.99778934 1.75468855 0.98697349 -0.83608972
## 387 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 388 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 389 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 390 0.39912374 -0.82868919 0.42104169 -0.76932447 0.83747585
## 391 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 392 1.01316326 0.26330982 0.93390066 0.15494166 0.01889206
## 393 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 394 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 395 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 396 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 397 1.18545284 0.48348482 1.16488043 0.45927205 -0.13746478
## 398 2.11101207 1.39746420 2.04806001 1.34135670 -1.47298228
## 399 0.26493642 -1.03178226 0.28077981 -0.97710068 0.94794439
## 400 1.02887892 0.32144756 1.09460180 0.40476103 -0.01003799
## 401 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 402 2.25632213 1.41057636 1.93866761 1.17552709 -1.49521470
## 403 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 404 0.81760606 0.03812081 0.83765577 0.06773255 0.12951848
## 405 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 406 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 407 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 408 2.55274024 1.61759196 2.54336854 1.60955184 -1.72757602
## 409 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 410 0.39912374 -0.82868919 0.42104169 -0.76932447 0.83747585
## 411 1.19886539 0.49930432 1.17055001 0.46567330 -0.05706587
## 412 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 413 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 414 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 415 0.59561465 -0.33809965 0.59842815 -0.32684707 0.38197558
## 416 1.02310481 0.30115852 1.09359078 0.38358295 -0.05427661
## 417 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 418 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 419 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 420 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 421 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 422 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 423 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 424 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 425 0.85706659 0.05645672 0.85585136 0.05768188 0.34978618
## 426 0.26493642 -1.03178226 0.28077981 -0.97710068 0.94794439
## 427 1.27466967 0.58128853 1.47674760 0.77858907 -0.57536238
## 428 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 429 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 430 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 431 3.04629673 2.00931907 3.27079753 2.15320435 -2.44265456
## 432 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 433 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 434 0.99145303 0.25845934 1.00515667 0.27540366 -0.05205139
## 435 1.76294932 1.04890557 2.00086628 1.24960768 -0.95238106
## 436 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 437 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 438 1.65144119 0.98071355 1.50909379 0.84006872 -0.69318464
## 439 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 440 1.26534049 0.57622550 1.35288675 0.67246755 -0.61445091
## 441 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 442 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 443 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 444 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 445 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 446 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 447 1.02887892 0.32144756 1.09460180 0.40476103 -0.01003799
## 448 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 449 0.64601625 -0.26366780 0.59915906 -0.35153253 0.26518912
## 450 0.86913666 0.07913445 0.99185193 0.24491555 0.43354485
## 451 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 452 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 453 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 454 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 455 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 456 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 457 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 458 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 459 2.89581278 1.96809912 3.04763650 2.05844042 -2.49898413
## 460 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 461 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 462 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 463 2.76223178 1.86984938 2.71715378 1.83105081 -2.59483424
## 464 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 465 1.21152213 0.51454849 1.39549014 0.70657325 0.06022996
## 466 0.63092594 -0.26744685 0.60797495 -0.31225780 0.26904849
## 467 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 468 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 469 0.59561465 -0.33809965 0.59842815 -0.32684707 0.38197558
## 470 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 471 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 472 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 473 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 474 2.32632169 1.56208609 2.56190832 1.73588498 -1.69728884
## 475 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 476 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 477 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 478 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 479 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 480 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 481 2.07843498 1.35356312 2.17807617 1.42799038 -1.38467786
## 482 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 483 2.16786738 1.38908111 2.25811860 1.45833574 -1.43472289
## 484 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 485 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 486 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 487 1.74296914 0.99778934 1.75468855 0.98697349 -0.83608972
## 488 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 489 2.47091594 1.66002578 2.40068958 1.60927411 -2.12381845
## 490 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 491 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 492 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 493 4.38581080 2.80408284 4.72049186 2.96900929 -4.53755314
## 494 0.85706659 0.05645672 0.85585136 0.05768188 0.34978618
## 495 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 496 2.76280658 1.83344504 2.50593935 1.66305281 -2.30271811
## 497 1.16220615 0.46360694 1.35075543 0.65519991 -0.15757421
## 498 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 499 0.63445507 -0.32345248 0.60585720 -0.37185587 0.49489577
## 500 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 501 1.40422356 0.72391273 1.35846770 0.67480158 -0.55578323
## 502 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 503 1.40600781 0.72832797 1.57900857 0.90423610 -0.21214586
## 504 1.02887892 0.32144756 1.09460180 0.40476103 -0.01003799
## 505 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 506 0.60832364 -0.31111709 0.63121589 -0.26567272 0.40855069
## 507 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 508 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 509 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 510 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 511 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 512 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 513 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 514 1.03610538 0.29453503 1.03157831 0.28959745 -0.32966111
## 515 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 516 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 517 1.08589504 0.38130007 0.92371937 0.20330243 -0.17104649
## 518 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 519 0.71180000 -0.17229322 0.69403498 -0.20405527 0.26698637
## 520 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 521 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 522 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 523 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 524 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 525 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 526 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 527 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 528 0.62698937 -0.25949565 0.59365176 -0.31055072 0.38012873
## 529 0.61704795 -0.35573097 0.61767751 -0.34997258 0.91234675
## 530 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 531 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 532 2.33629237 1.50290683 2.34149079 1.50821955 -1.72278301
## 533 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 534 1.78053175 1.04961233 1.82959725 1.08659855 -0.96247015
## 535 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 536 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 537 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 538 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 539 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 540 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 541 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 542 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 543 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 544 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 545 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 546 1.74071735 1.06052206 1.93401683 1.23332659 -1.03491405
## 547 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 548 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 549 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 550 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 551 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 552 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 553 1.21152213 0.51454849 1.39549014 0.70657325 0.06022996
## 554 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 555 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 556 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 557 1.44486506 0.77561842 1.39779351 0.72497530 -0.22153194
## 558 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 559 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 560 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 561 2.31460509 1.52174583 2.34694983 1.53891863 -1.39715569
## 562 2.76223178 1.86984938 2.71715378 1.83105081 -2.59483424
## 563 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 564 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 565 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 566 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 567 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 568 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 569 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 570 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 571 0.29165406 -0.96311526 0.28915988 -0.96743121 0.88198349
## 572 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 573 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 574 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 575 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 576 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 577 3.16998100 2.08185700 3.31450705 2.15611293 -2.44393437
## 578 0.37073210 -0.90048256 0.37108893 -0.89525204 0.86522885
## 579 0.81760606 0.03812081 0.83765577 0.06773255 0.12951848
## 580 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 581 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 582 1.03610538 0.29453503 1.03157831 0.28959745 -0.32966111
## 583 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 584 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 585 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 586 2.27856166 1.43749892 2.41587065 1.52637346 -1.59234674
## 587 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 588 0.64814388 -0.27376226 0.65666329 -0.25380974 -0.02244896
## 589 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 590 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 591 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 592 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 593 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 594 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 595 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 596 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 597 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 598 1.00741706 0.25734966 1.07425638 0.34519262 0.08376341
## 599 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 600 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 601 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 602 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 603 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 604 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 605 0.62717561 -0.33951317 0.66781867 -0.26213874 0.48105978
## 606 1.00741706 0.25734966 1.07425638 0.34519262 0.08376341
## 607 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 608 3.21912992 1.97251865 3.72768563 2.19658369 -2.29344844
## 609 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 610 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 611 5.73922267 3.23681464 5.84433520 3.25773222 -6.29635368
## 612 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 613 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 614 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 615 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 616 0.67727116 -0.14705768 0.60316311 -0.23414256 0.19952141
## 617 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 618 1.86077364 1.17487676 1.86589145 1.17544810 -0.75321502
## 619 0.71180000 -0.17229322 0.69403498 -0.20405527 0.26698637
## 620 0.86913666 0.07913445 0.99185193 0.24491555 0.43354485
## 621 3.08363184 1.89473076 3.07451447 1.85006237 -2.41745664
## 622 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 623 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 624 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 625 3.18142787 2.15993794 3.30146934 2.22560157 -3.26935356
## 626 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 627 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 628 1.19886539 0.49930432 1.17055001 0.46567330 -0.05706587
## 629 1.89894676 1.12552968 1.80586302 1.03706254 -0.96931279
## 630 1.08589504 0.38130007 0.92371937 0.20330243 -0.17104649
## 631 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 632 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 633 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 634 2.32632169 1.56208609 2.56190832 1.73588498 -1.69728884
## 635 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 636 0.19973877 -1.41464521 0.21825453 -1.33317909 1.01856641
## 637 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 638 1.15495229 0.45608898 1.00687751 0.29399567 -0.08147457
## 639 5.38980176 3.30022640 5.30964426 3.24990992 -7.23285851
## 640 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 641 1.74296914 0.99778934 1.75468855 0.98697349 -0.83608972
## 642 0.43861370 -0.66666158 0.33041188 -0.92840570 0.46348097
## 643 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 644 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 645 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 646 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 647 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 648 0.76831123 -0.06023187 0.88016349 0.09940515 0.15858184
## 649 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 650 1.40600781 0.72832797 1.57900857 0.90423610 -0.21214586
## 651 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 652 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 653 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 654 1.50382620 0.82324771 1.43247095 0.75011934 -0.87987027
## 655 1.15495229 0.45608898 1.00687751 0.29399567 -0.08147457
## 656 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 657 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 658 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 659 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 660 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 661 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 662 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 663 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 664 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 665 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 666 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 667 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 668 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 669 3.95715903 2.58493486 4.05792460 2.62558086 -3.91897393
## 670 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 671 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 672 0.67727116 -0.14705768 0.60316311 -0.23414256 0.19952141
## 673 1.71887606 1.00215946 1.75053010 1.02579196 -0.88532996
## 674 0.26493642 -1.03178226 0.28077981 -0.97710068 0.94794439
## 675 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 676 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 677 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 678 2.11101207 1.39746420 2.04806001 1.34135670 -1.47298228
## 679 1.02887892 0.32144756 1.09460180 0.40476103 -0.01003799
## 680 0.19973877 -1.41464521 0.21825453 -1.33317909 1.01856641
## 681 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 682 0.75460140 -0.08051567 0.83673545 0.04377138 0.81414337
## 683 0.59739102 -0.31542760 0.63251096 -0.24975656 0.37276389
## 684 1.41195716 0.71952740 1.50116168 0.80272590 -0.55704340
## 685 0.85096029 0.08371599 0.85567679 0.09241899 -0.12707745
## 686 0.19973877 -1.41464521 0.21825453 -1.33317909 1.01856641
## 687 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 688 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 689 0.37569137 -0.74146482 0.39498708 -0.69309116 0.55772560
## 690 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 691 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 692 0.19512650 -1.35641225 0.19204702 -1.35488388 0.96604013
## 693 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 694 1.35694750 0.67321455 1.37689353 0.69515845 -0.21224806
## 695 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 696 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 697 0.75756743 -0.10985449 0.71790429 -0.17153073 0.11814949
## 698 0.37073210 -0.90048256 0.37108893 -0.89525204 0.86522885
## 699 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 700 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 701 0.62717561 -0.33951317 0.66781867 -0.26213874 0.48105978
## 702 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 703 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 704 1.18395092 0.48494992 1.25357798 0.55969304 -0.37940010
## 705 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 706 2.53776036 1.60110535 2.46358156 1.54682933 -2.01157479
## 707 2.27889035 1.51887583 2.24191204 1.48421741 -1.62913578
## 708 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 709 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 710 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 711 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 712 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 713 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 714 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 715 0.19512650 -1.35641225 0.19204702 -1.35488388 0.96604013
## 716 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 717 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 718 0.57052145 -0.35685714 0.51068087 -0.45584157 0.59904925
## 719 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 720 7.27077913 3.68765586 7.62621807 3.78635992 -7.41689141
## 721 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 722 0.50642790 -0.51929890 0.59997819 -0.34230637 0.84144069
## 723 0.35202912 -0.77431909 0.39065329 -0.67479691 0.83019238
## 724 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 725 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 726 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 727 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 728 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 729 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 730 0.61704795 -0.35573097 0.61767751 -0.34997258 0.91234675
## 731 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 732 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 733 0.58087579 -0.29979599 0.74737827 -0.01665927 0.51213807
## 734 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 735 1.16220615 0.46360694 1.35075543 0.65519991 -0.15757421
## 736 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 737 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 738 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 739 0.38769542 -0.82690198 0.34460558 -0.94188557 0.59577712
## 740 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 741 1.00178281 0.27120567 0.85598123 0.08110383 0.09162913
## 742 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 743 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 744 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 745 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 746 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 747 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 748 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 749 0.47843964 -0.64186732 0.50512711 -0.57985833 0.88943209
## 750 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 751 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 752 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 753 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 754 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 755 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 756 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 757 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 758 0.24424777 -1.09057513 0.21135851 -1.18963366 1.17742279
## 759 0.39912374 -0.82868919 0.42104169 -0.76932447 0.83747585
## 760 2.22397567 1.44020394 2.19222367 1.40979919 -1.20057691
## 761 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 762 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 763 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 764 2.01008725 1.20774436 2.27728582 1.36480867 -1.07581827
## 765 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 766 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 767 3.08363184 1.89473076 3.07451447 1.85006237 -2.41745664
## 768 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 769 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 770 1.44486506 0.77561842 1.39779351 0.72497530 -0.22153194
## 771 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 772 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 773 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 774 4.55689155 2.62882041 4.58088080 2.61395894 -3.59241479
## 775 0.36797469 -0.70099974 0.27080098 -0.86676589 0.71039898
## 776 2.92647278 1.93879295 2.70391313 1.79933058 -2.66457577
## 777 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 778 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 779 0.64601625 -0.26366780 0.59915906 -0.35153253 0.26518912
## 780 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 781 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 782 0.56455850 -0.38190585 0.58713427 -0.33487556 0.21318105
## 783 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 784 0.50642790 -0.51929890 0.59997819 -0.34230637 0.84144069
## 785 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 786 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 787 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 788 2.46462380 1.62981852 2.53272408 1.67031304 -1.71183950
## 789 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 790 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 791 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 792 0.64601625 -0.26366780 0.59915906 -0.35153253 0.26518912
## 793 1.02310481 0.30115852 1.09359078 0.38358295 -0.05427661
## 794 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 795 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 796 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 797 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 798 2.35727972 1.46632652 2.54488151 1.58283488 -1.50789341
## 799 2.03393286 1.24268954 2.41541876 1.51150539 -1.01814448
## 800 0.71180000 -0.17229322 0.69403498 -0.20405527 0.26698637
## 801 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 802 0.19512650 -1.35641225 0.19204702 -1.35488388 0.96604013
## 803 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 804 0.24424777 -1.09057513 0.21135851 -1.18963366 1.17742279
## 805 4.82242024 3.05366518 4.77419342 3.02165389 -6.12446879
## 806 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 807 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 808 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 809 1.40600781 0.72832797 1.57900857 0.90423610 -0.21214586
## 810 0.62717561 -0.33951317 0.66781867 -0.26213874 0.48105978
## 811 0.39912374 -0.82868919 0.42104169 -0.76932447 0.83747585
## 812 0.25478667 -1.07519901 0.24827069 -1.09332529 1.01968906
## 813 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 814 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 815 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 816 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 817 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 818 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 819 1.29653774 0.60804367 1.28710396 0.59777521 0.00885099
## 820 0.85706659 0.05645672 0.85585136 0.05768188 0.34978618
## 821 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 822 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 823 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 824 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 825 0.24424777 -1.09057513 0.21135851 -1.18963366 1.17742279
## 826 0.86913666 0.07913445 0.99185193 0.24491555 0.43354485
## 827 5.22405600 2.95174209 5.31676726 2.97847757 -4.61019880
## 828 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 829 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 830 0.43861370 -0.66666158 0.33041188 -0.92840570 0.46348097
## 831 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 832 0.43861370 -0.66666158 0.33041188 -0.92840570 0.46348097
## 833 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 834 0.77322608 -0.04575248 0.81989672 0.02190050 0.57902945
## 835 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 836 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 837 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 838 0.61704795 -0.35573097 0.61767751 -0.34997258 0.91234675
## 839 0.93676887 0.17793070 0.97466508 0.22604716 0.28951072
## 840 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 841 0.49509614 -0.47765204 0.46542234 -0.53289189 0.72489720
## 842 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 843 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 844 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 845 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 846 1.93517723 1.19347027 2.06752563 1.30329523 -0.71106508
## 847 1.44486506 0.77561842 1.39779351 0.72497530 -0.22153194
## 848 0.85706659 0.05645672 0.85585136 0.05768188 0.34978618
## 849 2.03393286 1.24268954 2.41541876 1.51150539 -1.01814448
## 850 1.21152213 0.51454849 1.39549014 0.70657325 0.06022996
## 851 0.37576649 -0.77144712 0.36589093 -0.80318074 0.75678131
## 852 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 853 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 854 1.56275828 0.86044160 1.67035367 0.95479659 -0.67497611
## 855 0.24424777 -1.09057513 0.21135851 -1.18963366 1.17742279
## 856 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 857 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 858 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 859 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 860 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 861 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 862 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 863 0.75756743 -0.10985449 0.71790429 -0.17153073 0.11814949
## 864 2.39518251 1.58349854 2.15656007 1.40622271 -1.39589417
## 865 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 866 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 867 0.43287895 -0.63217995 0.48125006 -0.53684352 0.70416966
## 868 0.75460140 -0.08051567 0.83673545 0.04377138 0.81414337
## 869 0.62815632 -0.26780033 0.61917486 -0.27513965 0.67688219
## 870 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 871 1.74296914 0.99778934 1.75468855 0.98697349 -0.83608972
## 872 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 873 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 874 0.33923620 -0.98238409 0.33935107 -0.97885497 0.46869091
## 875 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 876 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 877 1.35694750 0.67321455 1.37689353 0.69515845 -0.21224806
## 878 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 879 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 880 1.93517723 1.19347027 2.06752563 1.30329523 -0.71106508
## 881 0.97825717 0.24314672 1.05766370 0.34004985 0.14166412
## 882 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 883 1.71887606 1.00215946 1.75053010 1.02579196 -0.88532996
## 884 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 885 0.24406889 -1.22027081 0.27393722 -1.13055431 0.73772470
## 886 0.26493642 -1.03178226 0.28077981 -0.97710068 0.94794439
## 887 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 888 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 889 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 890 0.61704795 -0.35573097 0.61767751 -0.34997258 0.91234675
## 891 1.74296914 0.99778934 1.75468855 0.98697349 -0.83608972
## 892 0.61704795 -0.35573097 0.61767751 -0.34997258 0.91234675
## 893 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 894 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 895 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 896 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 897 0.70091242 -0.07015631 0.75506800 0.03732786 0.37121775
## 898 0.07394682 -1.79500440 0.08114628 -1.72364186 1.12137413
## 899 0.59177192 -0.28585075 0.62659425 -0.20623180 0.48631951
## 900 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 901 1.35694750 0.67321455 1.37689353 0.69515845 -0.21224806
## 902 2.35727972 1.46632652 2.54488151 1.58283488 -1.50789341
## 903 0.03163508 -2.53729360 0.02856457 -2.56605686 0.88886232
## 904 0.49107355 -0.55305925 0.51445298 -0.50631759 0.69942565
## 905 0.26878089 -1.15130178 0.24850033 -1.20610531 0.71105489
## 906 0.36897816 -0.80596221 0.40546454 -0.72754167 0.82808496
## 907 0.23354359 -1.14544547 0.20453161 -1.25122960 0.93184827
## 908 1.05130275 0.34143238 1.27200481 0.57793582 -0.15921751
## 909 2.64016788 1.79940266 2.72464021 1.85517164 -2.25663755
## 910 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 911 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 912 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 913 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 914 0.61704795 -0.35573097 0.61767751 -0.34997258 0.91234675
## 915 0.11361052 -1.82502776 0.11783193 -1.80187258 0.96678918
## 916 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 917 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 918 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 919 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 920 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 921 0.12762609 -1.60165485 0.13235414 -1.58120439 0.93529035
## 922 1.93517723 1.19347027 2.06752563 1.30329523 -0.71106508
## 923 0.03536686 -2.23317310 0.03471421 -2.22080058 1.45068498
## 924 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 925 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 926 0.05888557 -2.13455686 0.06752266 -2.07563623 1.18587023
## 927 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 928 0.16541614 -1.37024956 0.14248641 -1.46996215 0.94388063
## 929 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 930 2.87700129 1.96247149 2.71106378 1.84234397 -2.29333443
## 931 0.62717561 -0.33951317 0.66781867 -0.26213874 0.48105978
## 932 0.63092594 -0.26744685 0.60797495 -0.31225780 0.26904849
## 933 3.04629673 2.00931907 3.27079753 2.15320435 -2.44265456
## 934 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 935 3.88575092 2.39356596 4.04226562 2.45718922 -3.02960241
## 936 0.24424777 -1.09057513 0.21135851 -1.18963366 1.17742279
## 937 0.84720258 0.10748079 0.90630181 0.20387177 0.39868471
## 938 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 939 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 940 0.41777687 -0.35724524 0.47357155 -0.24149689 0.87306134
## 941 0.41324918 -0.61292780 0.38124419 -0.62708403 0.87826531
## 942 0.39442714 -0.56562173 0.33967932 -0.61279673 0.80979047
## 943 0.29165406 -0.96311526 0.28915988 -0.96743121 0.88198349
## 944 0.48045821 -0.51205915 0.55775857 -0.36690734 0.71482421
## 945 0.05625040 -1.90478656 0.07416665 -1.71514653 1.25615780
## 946 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 947 0.81971447 0.01165792 0.71696655 -0.15001341 0.13142920
## 948 0.74295345 -0.13253174 0.81671100 -0.01519903 0.52341082
## 949 0.44331341 -0.70211032 0.48299913 -0.61466940 0.94944865
## 950 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 951 0.17891455 -1.44890108 0.18493572 -1.41134730 1.21138382
## 952 0.19303120 -1.46365058 0.18017205 -1.51372539 0.88483197
## 953 0.12558816 -1.75861487 0.12804414 -1.73226268 0.96289908
## 954 0.04936731 -2.14611367 0.04799283 -2.17695491 1.10992696
## 955 1.00178281 0.27120567 0.85598123 0.08110383 0.09162913
## 956 0.27081988 -1.01753118 0.28924571 -0.95579413 0.87404713
## 957 0.55592115 -0.27633603 0.56616089 -0.24123278 1.04112580
## 958 0.56455850 -0.38190585 0.58713427 -0.33487556 0.21318105
## 959 0.24110638 -1.18383249 0.23984125 -1.17578398 1.05571701
## 960 1.18545284 0.48348482 1.16488043 0.45927205 -0.13746478#6
DGS_IRT_6 = mirt(data = DGS_7model_6,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -11699.268, Max-Change: 1.80191
Iteration: 2, Log-Lik: -11085.729, Max-Change: 0.58952
Iteration: 3, Log-Lik: -11063.648, Max-Change: 0.39988
Iteration: 4, Log-Lik: -11055.317, Max-Change: 0.23771
Iteration: 5, Log-Lik: -11051.703, Max-Change: 0.10729
Iteration: 6, Log-Lik: -11049.334, Max-Change: 0.10792
Iteration: 7, Log-Lik: -11048.653, Max-Change: 0.04204
Iteration: 8, Log-Lik: -11047.724, Max-Change: 0.04027
Iteration: 9, Log-Lik: -11047.187, Max-Change: 0.02089
Iteration: 10, Log-Lik: -11046.863, Max-Change: 0.01642
Iteration: 11, Log-Lik: -11046.664, Max-Change: 0.02231
Iteration: 12, Log-Lik: -11046.541, Max-Change: 0.00967
Iteration: 13, Log-Lik: -11046.491, Max-Change: 0.00799
Iteration: 14, Log-Lik: -11046.439, Max-Change: 0.00630
Iteration: 15, Log-Lik: -11046.407, Max-Change: 0.00567
Iteration: 16, Log-Lik: -11046.382, Max-Change: 0.01648
Iteration: 17, Log-Lik: -11046.343, Max-Change: 0.00147
Iteration: 18, Log-Lik: -11046.342, Max-Change: 0.00053
Iteration: 19, Log-Lik: -11046.342, Max-Change: 0.00050
Iteration: 20, Log-Lik: -11046.341, Max-Change: 0.00026
Iteration: 21, Log-Lik: -11046.341, Max-Change: 0.00025
Iteration: 22, Log-Lik: -11046.341, Max-Change: 0.00018
Iteration: 23, Log-Lik: -11046.341, Max-Change: 0.00018
Iteration: 24, Log-Lik: -11046.341, Max-Change: 0.00021
Iteration: 25, Log-Lik: -11046.341, Max-Change: 0.00017
Iteration: 26, Log-Lik: -11046.341, Max-Change: 0.00020
Iteration: 27, Log-Lik: -11046.341, Max-Change: 0.00020
Iteration: 28, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 29, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 30, Log-Lik: -11046.341, Max-Change: 0.00017
Iteration: 31, Log-Lik: -11046.341, Max-Change: 0.00013
Iteration: 32, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 33, Log-Lik: -11046.341, Max-Change: 0.00015
Iteration: 34, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 35, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 36, Log-Lik: -11046.341, Max-Change: 0.00014
Iteration: 37, Log-Lik: -11046.341, Max-Change: 0.00010
Iteration: 38, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 39, Log-Lik: -11046.341, Max-Change: 0.00012
Iteration: 40, Log-Lik: -11046.341, Max-Change: 0.00010summary(DGS_IRT_6)## F1 h2
## DGS_6 0.517 0.2675
## DGS_38 0.355 0.1262
## DGS_39 0.524 0.2743
## DGS_45 0.226 0.0512
## DGS_67 0.343 0.1174
## DGS_70 0.307 0.0945
## DGS_71 0.325 0.1056
##
## SS loadings: 1.037
## Proportion Var: 0.148
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_6, IRTpars = T)## $DGS_6
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.028 -1.009 -0.105 0.792 0.784 1.716 2.186 0
##
## $DGS_38
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.647 -0.385 0.418 1.094 2.77 1.886 2.96 0
##
## $DGS_39
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.046 -0.707 -0.051 0.439 0.933 1.744 1.873 0
##
## $DGS_45
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.396 -1.846 -1.838 -0.727 1.234 -0.913 0.681 0
##
## $DGS_67
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.621 -2.303 -1.966 -0.969 -0.229 0.111 1.291 0
##
## $DGS_70
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.55 -2.096 -0.728 0.716 1.112 0.9 1.622 0
##
## $DGS_71
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.585 -1.058 0.223 1.487 2.631 1.476 3.375 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_6, 5, type = "trace")
itemplot(DGS_IRT_6, 1, type = "info")
plot(DGS_IRT_6, type = "trace")
plot(DGS_IRT_6, type = "info")
plot(DGS_IRT_6) #expected score curve
#person fit
fscores(DGS_IRT_6) #factor score for each participants## F1
## [1,] -0.872024128
## [2,] 3.120332881
## [3,] -1.869818421
## [4,] 0.472498505
## [5,] 0.414428643
## [6,] -0.332655659
## [7,] 0.715725407
## [8,] -0.464968322
## [9,] 0.385147194
## [10,] -0.389484970
## [11,] 0.651587874
## [12,] -0.509883010
## [13,] -0.491823301
## [14,] -0.551877719
## [15,] -1.215119349
## [16,] -0.368756578
## [17,] 0.199574072
## [18,] 0.448865478
## [19,] -1.659285931
## [20,] 0.766956590
## [21,] -0.212072932
## [22,] -0.539705732
## [23,] 0.499119213
## [24,] 0.081872957
## [25,] 0.500617368
## [26,] -1.940443233
## [27,] -1.247301147
## [28,] 0.567204827
## [29,] 0.626565748
## [30,] -0.900193969
## [31,] 0.188407461
## [32,] 0.945244521
## [33,] 0.307355012
## [34,] 0.603510227
## [35,] -2.521456438
## [36,] -0.722725970
## [37,] -0.607497981
## [38,] 1.115001281
## [39,] -0.506355674
## [40,] 0.438878947
## [41,] -0.136006883
## [42,] -0.750476662
## [43,] 0.577716191
## [44,] 0.831768510
## [45,] 0.056337747
## [46,] -0.119745998
## [47,] -0.631569659
## [48,] -1.636375968
## [49,] 0.060700322
## [50,] 0.237388496
## [51,] -0.735146716
## [52,] 1.057566689
## [53,] 1.095927282
## [54,] 0.291711471
## [55,] -0.578173546
## [56,] -0.940359318
## [57,] 0.365134574
## [58,] 0.718914791
## [59,] 0.845206993
## [60,] -0.398758003
## [61,] -0.472160195
## [62,] 0.254052602
## [63,] 0.334805406
## [64,] 1.085858330
## [65,] 0.232502329
## [66,] -0.149577476
## [67,] 0.344347197
## [68,] -1.560772684
## [69,] -0.692613701
## [70,] -0.439666904
## [71,] 0.718557931
## [72,] 0.631951772
## [73,] 0.535831537
## [74,] -0.198370479
## [75,] 0.211246411
## [76,] 0.724360430
## [77,] -1.676725741
## [78,] -0.309589985
## [79,] 0.457103174
## [80,] 0.266960691
## [81,] -0.748049633
## [82,] 0.875660314
## [83,] -0.013077142
## [84,] -0.081341912
## [85,] 0.696315018
## [86,] -0.246682869
## [87,] -2.311767911
## [88,] -1.543270244
## [89,] 1.081608602
## [90,] -0.540170388
## [91,] 0.868984462
## [92,] 0.147654683
## [93,] -0.022762220
## [94,] 0.294768720
## [95,] 1.182352871
## [96,] -0.484811685
## [97,] 0.836626357
## [98,] -0.162220773
## [99,] 0.390193343
## [100,] -1.215662512
## [101,] 0.843210465
## [102,] -0.490926813
## [103,] 0.590807638
## [104,] 0.440503718
## [105,] 0.278289369
## [106,] -0.636041572
## [107,] 1.372417769
## [108,] 0.028652668
## [109,] 1.171120042
## [110,] 0.490497979
## [111,] 0.405739757
## [112,] -0.414911588
## [113,] -1.135839279
## [114,] -0.342469756
## [115,] 0.421790354
## [116,] -0.058994688
## [117,] -0.284823281
## [118,] -0.919741110
## [119,] -0.157359543
## [120,] 0.792053346
## [121,] 0.732277574
## [122,] 0.836044153
## [123,] -0.522404680
## [124,] -2.521456438
## [125,] 1.000437357
## [126,] -0.972424041
## [127,] -0.289937155
## [128,] -0.074849728
## [129,] 0.459880687
## [130,] 0.471678479
## [131,] 0.663974636
## [132,] -0.404165808
## [133,] -0.641625126
## [134,] 0.246152855
## [135,] -1.008457546
## [136,] -1.012231925
## [137,] 0.365850250
## [138,] -0.254582627
## [139,] 1.149870534
## [140,] -1.285682853
## [141,] -0.489482405
## [142,] -0.265637924
## [143,] -0.340781578
## [144,] 0.539033909
## [145,] 1.079191962
## [146,] -2.521456438
## [147,] 0.743931555
## [148,] 0.092670243
## [149,] 0.398036323
## [150,] -0.058994688
## [151,] 0.043954369
## [152,] 1.154843956
## [153,] -0.940359318
## [154,] -0.406641121
## [155,] -0.304014903
## [156,] 0.822496558
## [157,] 1.323435957
## [158,] -0.261245084
## [159,] 0.804716581
## [160,] 1.501587611
## [161,] 0.713236342
## [162,] -1.235911437
## [163,] -2.521456438
## [164,] 0.578221683
## [165,] 0.405175223
## [166,] 0.669898300
## [167,] 1.675330520
## [168,] -1.872885616
## [169,] -0.322323538
## [170,] 0.397796028
## [171,] 0.738967703
## [172,] 0.184423569
## [173,] 0.047090316
## [174,] -0.827657141
## [175,] 1.289062871
## [176,] 0.848385239
## [177,] -0.818466175
## [178,] 0.741441126
## [179,] 1.206038898
## [180,] -1.065761608
## [181,] 0.638170927
## [182,] -0.689946596
## [183,] 1.483288180
## [184,] 0.202106694
## [185,] -0.104455517
## [186,] -0.389613972
## [187,] -0.510171749
## [188,] -1.094228017
## [189,] 0.558626524
## [190,] 0.134683115
## [191,] 0.433176587
## [192,] -0.691259650
## [193,] 0.633169422
## [194,] 0.487411615
## [195,] 0.158974087
## [196,] 2.007448306
## [197,] 0.996876441
## [198,] -0.712175621
## [199,] 0.576462982
## [200,] 0.624061007
## [201,] 1.472537216
## [202,] -0.505995055
## [203,] -0.319720419
## [204,] 0.390193343
## [205,] 1.433896104
## [206,] -1.467367625
## [207,] 1.054716341
## [208,] 1.185376604
## [209,] 0.784071441
## [210,] 0.459071446
## [211,] -1.869818421
## [212,] 0.249625678
## [213,] -0.207911949
## [214,] 0.962357600
## [215,] 0.192060500
## [216,] -1.034540649
## [217,] 0.371462103
## [218,] -1.974673674
## [219,] -0.289937155
## [220,] -0.799174167
## [221,] 0.499707640
## [222,] 0.066073496
## [223,] -1.306139286
## [224,] 0.295171075
## [225,] 0.328895538
## [226,] 1.274608430
## [227,] -0.866631404
## [228,] 1.923959730
## [229,] 0.106119905
## [230,] 1.086843307
## [231,] -0.485237661
## [232,] -0.918714252
## [233,] -1.624457143
## [234,] 0.653990657
## [235,] 0.359502156
## [236,] 0.609811068
## [237,] 0.838232713
## [238,] 0.776994402
## [239,] 0.924929759
## [240,] 0.501210210
## [241,] 0.326299509
## [242,] -0.615054759
## [243,] 0.484852873
## [244,] -0.816506950
## [245,] 0.097250137
## [246,] 0.672395984
## [247,] 1.177837551
## [248,] 0.323807473
## [249,] -0.130490064
## [250,] 0.564699940
## [251,] -1.194218100
## [252,] 0.303078671
## [253,] -1.195960269
## [254,] 0.040576077
## [255,] -0.642154512
## [256,] 0.718117044
## [257,] 0.336420046
## [258,] 0.075943030
## [259,] -0.066593022
## [260,] 0.368431560
## [261,] 0.400362991
## [262,] 0.030759727
## [263,] -0.070219444
## [264,] -0.050525744
## [265,] 0.566564188
## [266,] -2.521456438
## [267,] -0.609171703
## [268,] 0.088824844
## [269,] 0.840331700
## [270,] 0.298594482
## [271,] -0.683506056
## [272,] -0.701230373
## [273,] -0.131821713
## [274,] -0.291038924
## [275,] -1.771413305
## [276,] -0.760171397
## [277,] -1.083176618
## [278,] 0.302869557
## [279,] 0.254148545
## [280,] -0.635755515
## [281,] 0.376493365
## [282,] 0.707228166
## [283,] -0.299436633
## [284,] -0.040422673
## [285,] -0.084288643
## [286,] 0.180668896
## [287,] 0.645810210
## [288,] 0.514210810
## [289,] 0.420166002
## [290,] 1.561050548
## [291,] 0.483084608
## [292,] 1.255592911
## [293,] 0.060700322
## [294,] -0.628782663
## [295,] 0.096463824
## [296,] -0.093143622
## [297,] 0.318720614
## [298,] 0.832790783
## [299,] -0.114907555
## [300,] 0.547977301
## [301,] -0.305397934
## [302,] -0.532700425
## [303,] 0.829263542
## [304,] -1.380279741
## [305,] -0.235949049
## [306,] 0.300250419
## [307,] 0.250241769
## [308,] -0.093792511
## [309,] 0.109331962
## [310,] -0.528966528
## [311,] 0.863688318
## [312,] 0.566886339
## [313,] 0.104273943
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## [922,] -0.293079378
## [923,] 0.391611696
## [924,] -0.162515757
## [925,] 0.502793398
## [926,] -1.524067669
## [927,] -1.445578921
## [928,] -1.052525595
## [929,] 0.249009514
## [930,] 0.125323713
## [931,] 0.240495445
## [932,] 1.338357641
## [933,] -0.204671443
## [934,] -1.280083473
## [935,] 1.827194054
## [936,] 1.207667867
## [937,] -0.118006600
## [938,] 0.443060967
## [939,] -0.383891090
## [940,] -1.200623921
## [941,] -0.996689804
## [942,] 2.268046348
## [943,] -0.585796123
## [944,] 1.142380215
## [945,] -0.396146108
## [946,] 0.671703192
## [947,] -1.708191561
## [948,] 0.145483651
## [949,] 0.489089828
## [950,] -1.839297709
## [951,] -0.091279857
## [952,] 0.510874645
## [953,] 0.311025520
## [954,] -0.254861480
## [955,] 0.151542978
## [956,] 1.183976635
## [957,] 0.578195323
## [958,] -1.417238610
## [959,] 0.552315556
## [960,] 0.801894820mirt::itemfit(DGS_IRT_6)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_6 93.802 92 0.005 0.428
## 2 DGS_38 108.094 91 0.014 0.107
## 3 DGS_39 87.854 94 0.000 0.659
## 4 DGS_45 127.037 112 0.012 0.157
## 5 DGS_67 109.433 97 0.012 0.183
## 6 DGS_70 126.753 113 0.011 0.178
## 7 DGS_71 133.302 95 0.021 0.006mirt::personfit(DGS_IRT_6)## outfit z.outfit infit z.infit Zh
## 1 0.31859624 -1.503807869 0.23163228 -1.850643830 1.432108918
## 2 0.54182675 -0.429044075 0.71061294 -0.166923367 1.438888475
## 3 0.77070380 -0.141420015 1.03543653 0.282130859 1.023015406
## 4 0.94594456 0.054375420 0.97134017 0.103629047 0.098963441
## 5 0.87506695 -0.097320393 0.78569228 -0.311118701 -0.238049049
## 6 0.46695199 -1.106998088 0.48287942 -1.077580858 0.814972208
## 7 0.56006647 -0.894987116 0.64589690 -0.665938728 1.279556851
## 8 0.68743933 -0.483812595 0.61944400 -0.663886104 0.566243388
## 9 1.71389474 1.353241501 1.86269695 1.576272263 -0.696106330
## 10 0.52730209 -0.915464252 0.63778542 -0.627494773 0.884307688
## 11 1.38817686 0.863788850 1.49237696 1.038212740 -0.155175793
## 12 1.66516322 1.216298038 2.08321206 1.742880074 -0.540352264
## 13 2.09965820 1.752795397 1.98132582 1.626971521 -1.506433869
## 14 1.49088981 0.972904327 1.38208519 0.817273853 -0.385423081
## 15 0.93599463 0.087970418 1.40606361 0.795475089 0.391030619
## 16 1.71136144 1.292577934 1.58934403 1.137243484 -1.595504409
## 17 0.47709650 -1.142396777 0.53956632 -0.968819525 1.383271179
## 18 0.47164123 -1.174188913 0.43511689 -1.324262588 1.363727852
## 19 0.54270948 -0.638051454 0.65322468 -0.372565445 0.536288473
## 20 1.57265646 1.147760383 1.69513633 1.338051120 -1.225322795
## 21 0.29501622 -1.763440265 0.39501843 -1.398535567 1.324447797
## 22 0.72299176 -0.392717293 0.62939022 -0.626184850 0.003215719
## 23 0.45015482 -1.247734987 0.44136656 -1.302469376 1.023935835
## 24 0.55025515 -0.904948728 0.67262789 -0.584159023 1.416933246
## 25 0.30207175 -1.824993733 0.28134930 -1.954090580 0.960971385
## 26 0.43294560 -0.828748361 0.36442011 -0.981350483 1.306190377
## 27 0.53694679 -0.740656282 0.42116286 -1.020428014 1.270051511
## 28 0.52018379 -1.019042566 0.47628959 -1.181716431 0.421621467
## 29 0.81071313 -0.243145030 0.82083672 -0.227531084 0.967206070
## 30 1.40916624 0.831731618 0.86669303 -0.054560188 -0.097773107
## 31 0.36426142 -1.543786390 0.50674762 -1.070732400 1.625723835
## 32 0.94779726 0.061364932 0.90718290 -0.027782505 0.567466327
## 33 0.56284265 -0.883667137 0.65220571 -0.649455468 0.852581534
## 34 0.63286913 -0.690169762 0.64886787 -0.660758506 0.599166305
## 35 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 36 0.80501992 -0.196540040 0.89367982 -0.016391896 0.294001263
## 37 0.54842388 -0.823314400 0.62013947 -0.638301656 1.001108391
## 38 0.46785770 -1.153439102 0.48043467 -1.128008618 0.772896421
## 39 0.71380491 -0.417196204 0.86288389 -0.094276947 0.398246521
## 40 1.15967141 0.471394619 1.07135975 0.305577773 -1.137185949
## 41 0.59394904 -0.758830671 0.84241476 -0.161625892 1.371997258
## 42 0.20296736 -2.054037206 0.13013709 -2.485529259 1.315369419
## 43 1.84610185 1.536987347 1.85194366 1.562508116 -2.257474573
## 44 0.42323649 -1.331869489 0.41296451 -1.389629187 1.570868755
## 45 0.29379188 -1.820173827 0.26661350 -1.987446349 1.006219760
## 46 1.03575715 0.239952910 1.05051641 0.266623198 0.049557948
## 47 1.90719172 1.505782700 1.83404939 1.420632654 -0.810566010
## 48 0.58782249 -0.540823001 0.52728018 -0.646336213 1.178777249
## 49 0.84563150 -0.154087882 0.96416538 0.092414429 0.671292234
## 50 0.31352502 -1.757862880 0.32288280 -1.752995540 1.415271307
## 51 3.66654702 3.132303158 2.87095267 2.471423211 -3.623868971
## 52 0.14111769 -2.677570142 0.15037076 -2.642850274 1.763927183
## 53 1.43250473 0.922511579 1.36214308 0.816422933 -0.094899662
## 54 0.66434835 -0.600576955 0.62928740 -0.711833546 0.400912647
## 55 0.56290698 -0.788084825 0.42782270 -1.197811422 1.108744233
## 56 0.55190861 -0.759720251 0.63979769 -0.529362372 0.934066996
## 57 0.71869385 -0.463289657 0.73007013 -0.447318635 0.228232334
## 58 0.29070441 -1.871744868 0.30348221 -1.842635186 0.921428655
## 59 0.12605679 -2.829474186 0.12772105 -2.854664877 1.558724395
## 60 0.83984183 -0.144587089 0.71064760 -0.444535451 0.309576684
## 61 0.57772079 -0.762745502 0.44937920 -1.154346553 1.024059353
## 62 0.16134200 -2.570196614 0.17414216 -2.534088975 1.602943889
## 63 0.28828939 -1.879679885 0.25583053 -2.074039469 1.114366980
## 64 0.87639623 -0.086167886 0.88814912 -0.065136018 0.974643996
## 65 0.85544744 -0.137625488 0.82126214 -0.223946501 -0.092205271
## 66 0.48741497 -1.069773928 0.47961777 -1.119834620 0.940408965
## 67 0.20675794 -2.298174668 0.22724104 -2.225331463 1.731337272
## 68 0.56176356 -0.615545616 0.72462105 -0.248762569 1.037404065
## 69 0.79051127 -0.229604357 1.10032217 0.359935888 0.521794842
## 70 0.54182529 -0.866587815 0.52482291 -0.929615479 1.188941884
## 71 0.58195851 -0.830895532 0.54828638 -0.946852893 0.972950401
## 72 0.60941049 -0.754788460 0.59736334 -0.804556865 1.091565169
## 73 1.23715541 0.610057306 1.47699985 1.015313677 -0.893757816
## 74 0.11738193 -2.787543071 0.11720935 -2.842759017 1.419050561
## 75 1.09863995 0.357766994 1.28488220 0.695395249 0.076763669
## 76 1.25702989 0.643868067 1.35316816 0.812193290 0.263499444
## 77 0.47598295 -0.795160673 0.38957546 -0.985024943 1.136462238
## 78 0.73179821 -0.392203963 0.81948379 -0.201781808 -0.312031159
## 79 0.89629181 -0.051281238 0.82666906 -0.214591296 0.152673275
## 80 0.24879495 -2.063801684 0.22232494 -2.246001736 1.090204557
## 81 0.10195996 -2.709253070 0.15414784 -2.327481502 1.406885214
## 82 0.35944243 -1.567354688 0.36751250 -1.557916059 0.625413649
## 83 1.07029796 0.304625908 1.01464065 0.195612864 -0.309919032
## 84 0.68712230 -0.519063922 0.61893076 -0.715127315 0.384333428
## 85 1.74477668 1.396818452 1.44103490 0.956144541 -1.460580794
## 86 0.51736914 -0.964837152 0.50717253 -1.017481296 0.532679455
## 87 0.51697001 -0.527867034 0.79412433 -0.041301454 1.257814811
## 88 0.40173380 -1.033337082 0.31348054 -1.258428852 1.138444388
## 89 0.34532582 -1.600027342 0.34305680 -1.629771514 0.601853920
## 90 0.82779267 -0.161506000 0.86450922 -0.088432864 -0.097251904
## 91 0.34386898 -1.630502804 0.32339457 -1.740196913 0.643259097
## 92 0.24768895 -2.053551455 0.24458942 -2.112139798 1.261908723
## 93 1.34787357 0.786431169 1.17553729 0.499091859 -0.268781326
## 94 1.52961821 1.082082463 1.22860453 0.598087896 -0.811497852
## 95 0.92014213 0.009094612 1.03157610 0.230129392 -0.265328219
## 96 1.63011047 1.171859454 1.61261295 1.155784342 -1.576432008
## 97 0.10910387 -2.972319899 0.11397366 -2.970246047 1.419044996
## 98 2.20068037 1.922168815 1.88873624 1.567327426 -1.719703703
## 99 0.47811115 -1.150897421 0.44561851 -1.285833684 0.751934485
## 100 0.53368893 -0.755323577 0.48222840 -0.859524218 0.782967380
## 101 1.33361335 0.771655805 1.39655998 0.880765606 -0.651486879
## 102 0.74227552 -0.352807916 0.90232162 -0.014414542 0.085783697
## 103 1.44064042 0.948139396 1.66112876 1.294025903 -0.608724715
## 104 0.24866986 -2.077968314 0.23835532 -2.169708822 0.736148763
## 105 1.73543136 1.379324486 1.82740714 1.524679510 -1.612377879
## 106 0.52405733 -0.886779566 0.42503553 -1.191174676 1.169621159
## 107 0.59295071 -0.750860868 0.59017656 -0.774220717 1.586283783
## 108 0.86364612 -0.113400484 0.71809204 -0.464190668 0.175393447
## 109 1.82207654 1.473202237 1.88597057 1.569392291 -2.117899642
## 110 1.20307646 0.549808653 1.06999113 0.302894629 -0.020283937
## 111 2.04079838 1.786872607 1.84312995 1.550200570 -2.338228193
## 112 0.79715411 -0.235794702 0.55003485 -0.861478054 0.311665801
## 113 0.33008416 -1.385476473 0.36882595 -1.216443930 0.950048357
## 114 0.46564018 -1.109568396 0.79960781 -0.243560353 1.339122133
## 115 0.54972717 -0.926999722 0.49270651 -1.127024553 0.553205070
## 116 0.27516037 -1.884190682 0.32843777 -1.688339910 1.267047161
## 117 0.21403011 -2.135646304 0.20741836 -2.210899076 1.425870022
## 118 0.68494812 -0.438964149 0.82035445 -0.143439004 0.328078115
## 119 1.36563452 0.809133605 1.57358704 1.135511326 0.057668013
## 120 0.67824200 -0.564920584 0.64991040 -0.651947676 1.242760224
## 121 0.69360282 -0.526972341 0.64499783 -0.667792249 0.547031542
## 122 0.43786173 -1.280168538 0.45974163 -1.224239925 1.083418203
## 123 0.33396291 -1.533674766 0.56396950 -0.802569288 1.241286311
## 124 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 125 0.41973569 -1.329540069 0.43305879 -1.300496707 1.147382290
## 126 0.53247444 -0.805312496 0.46303818 -0.979415294 1.154948599
## 127 0.39696783 -1.348595565 0.44769202 -1.199626343 0.593081591
## 128 1.79496493 1.433896857 1.97011935 1.682839712 -1.031726788
## 129 0.39575883 -1.441747138 0.40405882 -1.437847410 1.041903530
## 130 1.23609838 0.608077519 1.05088933 0.265298792 -0.733668053
## 131 0.82633959 -0.206829819 0.97040109 0.102152312 0.667252170
## 132 0.52478645 -0.920628677 0.42297406 -1.257868547 0.865439846
## 133 1.23643384 0.585349972 1.39355963 0.827167053 -0.198483249
## 134 0.45461238 -1.220955787 0.41530733 -1.387028521 0.677890847
## 135 0.94159654 0.087616184 0.75905453 -0.256900751 0.207810063
## 136 0.35333085 -1.338756469 0.41817599 -1.100978885 0.937288726
## 137 0.80734961 -0.249644393 0.69523222 -0.536582008 0.060063799
## 138 0.43320836 -1.229749503 0.48059270 -1.099276412 0.915105551
## 139 0.16828676 -2.471654196 0.19260176 -2.350197003 1.487550877
## 140 0.68959887 -0.380367995 0.88794311 0.017627076 0.935100649
## 141 0.51950925 -0.923083105 0.43915991 -1.183387847 0.885614109
## 142 0.39456359 -1.361557365 0.36794849 -1.487753013 0.986252938
## 143 0.24958723 -1.940900124 0.21031835 -2.176115265 1.161108222
## 144 0.64426857 -0.659428175 0.67506609 -0.590913536 1.098764762
## 145 0.11477649 -2.878437778 0.11605576 -2.901746366 1.253251745
## 146 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 147 0.43113213 -1.309231892 0.52639262 -1.013116279 1.651872723
## 148 0.77630472 -0.313364276 0.93106574 0.022617807 1.115142337
## 149 1.78140284 1.447252724 1.81035829 1.505193180 -1.457335459
## 150 0.27516037 -1.884190682 0.32843777 -1.688339910 1.267047161
## 151 2.21962335 1.973191547 2.45135610 2.268199389 -1.519281764
## 152 0.23297211 -2.097888987 0.24581465 -2.057736669 0.854293517
## 153 0.55190861 -0.759720251 0.63979769 -0.529362372 0.934066996
## 154 0.48151734 -1.049590577 0.62813560 -0.650106001 0.973623652
## 155 0.24098126 -1.992153393 0.36396390 -1.493900761 1.599058351
## 156 1.03464036 0.234926106 0.93680734 0.033162727 -0.803411758
## 157 0.54059097 -0.904384988 0.57881440 -0.810147779 0.569697435
## 158 1.32330941 0.737532855 1.57778210 1.132042081 -0.551316987
## 159 0.33726466 -1.663103921 0.36016708 -1.594242379 1.393890828
## 160 1.89373249 1.526263652 2.11718977 1.821553707 -1.183896085
## 161 0.61500087 -0.737422261 0.56127463 -0.907862196 0.279726903
## 162 0.22951257 -1.751678963 0.14056980 -2.149664720 1.465383885
## 163 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 164 2.60274796 2.437261660 2.54164140 2.401343782 -3.242585837
## 165 2.15302723 1.924790279 2.23266358 2.046692897 -2.655309695
## 166 0.36545341 -1.556979007 0.40543224 -1.428763687 1.309636036
## 167 0.88280440 -0.046324395 0.94536223 0.068182370 0.014419470
## 168 0.66860764 -0.328386050 0.81274951 -0.056078503 0.497801838
## 169 0.79446485 -0.247937044 0.69529972 -0.490636221 0.567434942
## 170 0.46176727 -1.205619443 0.44632137 -1.283591853 0.684670071
## 171 1.21853750 0.576593832 1.18824136 0.525295095 0.153339733
## 172 1.26197113 0.649706924 1.06860457 0.300403601 -0.779943283
## 173 0.89719011 -0.041881636 0.86586359 -0.117345868 0.022390108
## 174 0.20989864 -1.992225622 0.37174798 -1.310940079 1.066103528
## 175 1.78242347 1.409614732 1.91996899 1.602053620 -1.056994499
## 176 0.59670589 -0.783472663 0.57040246 -0.873391078 1.240537036
## 177 0.39307579 -1.252113512 0.53518024 -0.817848922 1.111223743
## 178 0.44834393 -1.249505805 0.54137992 -0.966854193 1.412304273
## 179 0.55625634 -0.872066451 0.58633634 -0.798972083 1.545055621
## 180 0.88429239 -0.014777118 1.27880600 0.630857340 -0.095595744
## 181 0.41112881 -1.384945069 0.39231723 -1.479651057 1.048830676
## 182 0.28561920 -1.686150352 0.47447188 -1.022226988 1.079109200
## 183 0.26283923 -1.876035416 0.23254052 -2.066716188 1.242022907
## 184 0.13025023 -2.786884772 0.16824848 -2.566222860 1.657049081
## 185 0.14086791 -2.636483786 0.14407463 -2.667021450 1.443090387
## 186 0.84384781 -0.136598643 0.80455009 -0.228671728 0.389897493
## 187 0.29583112 -1.690429295 0.43839198 -1.180785071 1.113858143
## 188 1.43894810 0.858664198 1.03445444 0.255351215 -0.258863562
## 189 0.16183281 -2.587800406 0.20036771 -2.383801972 1.122606233
## 190 0.63541726 -0.669292793 0.67793203 -0.573322546 0.248389553
## 191 0.78357304 -0.306412932 0.83060254 -0.205346438 1.040134305
## 192 0.46594815 -1.047168319 0.37829195 -1.332427463 0.926703885
## 193 1.47933807 1.008468779 1.44914954 0.970203408 -0.204308854
## 194 0.87028128 -0.108392598 0.87575438 -0.102791293 -0.138445454
## 195 0.59519437 -0.781619552 0.49022831 -1.121780246 0.312089152
## 196 0.56444124 -0.714815935 0.61808344 -0.639419415 1.091379229
## 197 5.14566301 4.497574900 4.18122333 3.847806016 -7.258119606
## 198 1.21578835 0.550501540 1.34098596 0.743646286 -0.199505474
## 199 0.60309533 -0.773127944 0.64099805 -0.682727919 0.925782524
## 200 1.00228260 0.169963458 0.99317704 0.149074705 0.391450195
## 201 1.26386509 0.638917464 1.33345245 0.757645101 0.444123638
## 202 3.39766147 2.999166141 3.04026065 2.713390361 -3.715477785
## 203 0.88709080 -0.049531712 1.11826788 0.392694421 0.569326211
## 204 0.47811115 -1.150897421 0.44561851 -1.285833684 0.751934485
## 205 0.63407038 -0.634531805 0.58929469 -0.771630073 0.884030178
## 206 0.83846817 -0.067266310 0.89460847 0.043672500 0.805416687
## 207 0.63373372 -0.669152192 0.59799291 -0.778656833 0.416169980
## 208 0.80054618 -0.250196140 0.81411899 -0.225564502 -0.842288043
## 209 4.33997388 3.967754320 4.63726837 4.236412801 -6.644777981
## 210 1.11053639 0.380429527 1.11718335 0.393897343 -0.298095806
## 211 0.77070380 -0.141420015 1.03543653 0.282130859 1.023015406
## 212 0.13803501 -2.735248728 0.13675696 -2.797571104 1.530368321
## 213 2.20086341 1.915219392 2.21673276 1.960428696 -2.060453468
## 214 0.25244666 -2.030504143 0.24982612 -2.070208855 1.459841686
## 215 0.98763705 0.142256246 1.02170170 0.207901779 -0.120831624
## 216 0.67444766 -0.448025872 0.71673322 -0.341770300 0.458206924
## 217 0.28958094 -1.876383364 0.30367296 -1.847289465 1.556372496
## 218 0.45457907 -0.764732407 0.57710994 -0.471623952 0.922432736
## 219 0.39696783 -1.348595565 0.44769202 -1.199626343 0.593081591
## 220 0.30357670 -1.582490706 0.37621075 -1.305005496 0.883970970
## 221 1.23798806 0.611464191 1.09025443 0.342294770 -1.056409789
## 222 0.55595970 -0.886750877 0.61559434 -0.737302951 0.920588800
## 223 0.86933254 -0.025222582 0.81143912 -0.118085155 0.564941746
## 224 0.62786937 -0.698639011 0.62456484 -0.725107718 0.657920421
## 225 0.39379510 -1.443111608 0.36311700 -1.592143222 0.810484813
## 226 0.99960391 0.170621563 1.11967350 0.396079915 0.559439452
## 227 0.25785198 -1.753577512 0.23445882 -1.839883122 1.200047188
## 228 0.78539150 -0.223156193 0.85972880 -0.096140014 1.083299476
## 229 1.63191734 1.223823472 1.89330295 1.602270617 -0.222655099
## 230 1.05868773 0.282490169 1.10101489 0.362192357 0.473641498
## 231 2.02027809 1.662081457 2.09574507 1.762888756 -1.069584082
## 232 0.43432743 -1.097023777 0.38770654 -1.227290210 1.030490642
## 233 0.88880485 0.034441418 1.01003742 0.235974609 0.281682779
## 234 0.31405194 -1.770460924 0.31372426 -1.801138166 0.797393420
## 235 1.14432435 0.443036124 1.35481968 0.816149141 -0.212043977
## 236 0.17244274 -2.516383048 0.18807057 -2.456854147 1.454582697
## 237 1.25148097 0.633047043 1.30976292 0.736995585 -0.712385553
## 238 0.91887415 -0.001566287 0.87067437 -0.111419802 0.293838880
## 239 1.02441569 0.215396993 0.96799386 0.099888579 -0.291224422
## 240 0.20450773 -2.319852233 0.23855812 -2.169402520 1.447706545
## 241 0.40869643 -1.387923629 0.37386504 -1.549303592 0.568989681
## 242 0.47565784 -1.031840061 0.37804518 -1.356786656 0.987005731
## 243 2.34789189 2.155820213 2.54143747 2.402116008 -2.419959009
## 244 2.17341822 1.774289151 2.92266358 2.484058182 -1.308779183
## 245 1.15537884 0.461534012 1.06693571 0.297326087 0.267561103
## 246 0.34916980 -1.622026244 0.39087676 -1.483557850 1.549717911
## 247 0.60759567 -0.730393583 0.61056200 -0.733747796 -0.543780561
## 248 0.32784502 -1.704504259 0.35561167 -1.622172108 0.971566400
## 249 1.34914634 0.784164907 1.26755524 0.656994982 -0.870035409
## 250 0.57995053 -0.839420348 0.64040142 -0.684509650 1.445041811
## 251 1.28045095 0.632587798 1.41908257 0.814235482 -0.662451526
## 252 1.81841288 1.493949249 1.99068306 1.742255421 -0.868433546
## 253 0.30107821 -1.473043443 0.19552370 -1.872236924 1.139902544
## 254 0.96964219 0.108183025 0.82855208 -0.200954416 -0.176955992
## 255 1.67287907 1.212152491 2.01908194 1.638752435 -0.852913416
## 256 0.50402059 -1.066737314 0.53479955 -0.988262741 1.299442107
## 257 0.47047613 -1.173655541 0.58156949 -0.849492632 1.402272816
## 258 1.11825696 0.393844432 1.06319426 0.290139523 0.172295633
## 259 0.62453205 -0.682588745 0.49822772 -1.072098639 0.475059486
## 260 0.69919396 -0.512699687 0.63373182 -0.701771175 0.465760123
## 261 0.62730691 -0.703820807 0.59467344 -0.812987356 0.583632997
## 262 0.76682191 -0.332596396 0.78043588 -0.312376958 0.191155892
## 263 0.49297257 -1.062745407 0.57188554 -0.848723899 0.595466873
## 264 1.62023756 1.196384754 1.21265350 0.564523612 -2.012622594
## 265 0.98197520 0.128720739 1.01350754 0.190421404 -0.315330348
## 266 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 267 0.72532292 -0.380804436 0.76275322 -0.299576222 0.766861477
## 268 0.18259066 -2.404968869 0.18805395 -2.420795776 1.634131396
## 269 0.36812238 -1.536299670 0.40528559 -1.417118526 1.303981440
## 270 1.55420598 1.119163062 1.40559434 0.898849885 -1.206080564
## 271 0.44453680 -1.114713087 0.45393959 -1.086462664 0.627177839
## 272 1.13994220 0.426866739 0.83971407 -0.126081889 -0.402061265
## 273 0.53759058 -0.919658648 0.74508995 -0.386862759 1.238294058
## 274 1.87999821 1.519332569 2.12677086 1.839735164 -1.421903683
## 275 0.30933907 -1.242206710 0.22474508 -1.496709525 1.457198826
## 276 0.86602605 -0.069331150 0.76054477 -0.286144967 0.421161249
## 277 0.54097362 -0.762356786 0.49804824 -0.852006862 1.208978361
## 278 2.07428539 1.823565677 1.69167948 1.335666918 -1.971341917
## 279 0.85518395 -0.138722734 0.78676240 -0.305720063 -0.004419043
## 280 0.70753365 -0.419077933 0.74709201 -0.331294883 0.413322717
## 281 0.18758881 -2.414719965 0.23252786 -2.198465741 1.400229570
## 282 1.75681606 1.413214578 1.83467993 1.535319057 -0.854916502
## 283 1.05928087 0.285483598 1.14846267 0.446779091 0.227799874
## 284 1.32150284 0.743073245 1.36659355 0.824517267 -0.360934170
## 285 1.15838250 0.465061663 1.22081425 0.578054639 -0.507638990
## 286 0.08208269 -3.215640280 0.09001561 -3.195591626 1.529249662
## 287 1.43605571 0.940496246 1.51652798 1.075899772 -1.194546230
## 288 0.89264757 -0.059422486 0.78414201 -0.315242115 0.488295867
## 289 1.55415521 1.122114845 1.44292003 0.960827343 -1.766927330
## 290 1.87958506 1.499861468 1.91602954 1.572151508 -1.246466989
## 291 0.20300369 -2.328165806 0.16863980 -2.585142373 1.058235210
## 292 0.43727966 -1.237364459 0.53020094 -0.958001159 1.805149059
## 293 0.84563150 -0.154087882 0.96416538 0.092414429 0.671292234
## 294 1.00707782 0.194216875 0.91898527 0.026872307 -0.159880738
## 295 2.06992770 1.801004396 1.62350553 1.227087314 -1.716059865
## 296 0.67697685 -0.543710990 0.75849833 -0.357416953 0.635359432
## 297 1.08402507 0.330208422 0.92926068 0.015363896 -0.518638910
## 298 1.65404627 1.264297807 1.83885296 1.534445109 -1.850940234
## 299 0.55900907 -0.859356153 0.52078326 -0.995394961 0.350114576
## 300 3.14415096 2.978529200 3.07021108 2.946651744 -3.809380236
## 301 1.66150662 1.231943968 1.73643598 1.347579410 -0.509657313
## 302 1.89121325 1.500853271 2.21955412 1.891225700 -0.838401875
## 303 0.37410427 -1.513967727 0.40675547 -1.412683141 1.406774183
## 304 0.32911390 -1.312712940 0.18695247 -1.827091888 1.436464665
## 305 1.28353664 0.674372945 1.52484982 1.057154146 0.250445290
## 306 0.77066141 -0.334493529 0.92942635 0.015902479 0.343568688
## 307 0.23541114 -2.130868512 0.24328271 -2.131466002 1.730879200
## 308 0.18028506 -2.378134442 0.15492877 -2.593522731 1.262846887
## 309 0.80328424 -0.251437370 0.80368886 -0.261050369 0.581060821
## 310 0.67567516 -0.505606922 0.96156575 0.104450492 0.363527354
## 311 1.45185454 0.961051134 1.48028517 1.013246110 -1.260625094
## 312 2.27056539 2.067092487 2.37745222 2.217209218 -2.754190094
## 313 0.48265795 -1.115490342 0.47301221 -1.173588655 0.539784528
## 314 0.81515094 -0.201551553 0.96738520 0.108681408 -0.003005916
## 315 0.83000225 -0.197934017 0.75828555 -0.375648035 -0.519768167
## 316 0.53575150 -0.952997279 0.74313790 -0.407580638 0.746569868
## 317 1.20067861 0.542852847 1.39700531 0.877543159 -0.467425339
## 318 0.67423431 -0.551052248 0.69805793 -0.500521543 1.257097113
## 319 0.51455780 -1.005484287 0.51034719 -1.043328966 1.090018078
## 320 0.26860672 -1.980411933 0.25755739 -2.068406987 0.740544009
## 321 1.18339558 0.514559015 1.03746849 0.238661170 -0.961764522
## 322 1.02653274 0.233487390 1.02685393 0.235067267 0.050737380
## 323 1.77554462 1.231913879 3.03687946 2.328345732 -0.480545809
## 324 0.63545032 -0.492101583 0.62379245 -0.492422903 1.130968043
## 325 0.33918170 -1.662429436 0.32434801 -1.757326511 0.820265189
## 326 0.53055345 -0.918867694 0.39671769 -1.374048911 1.152348149
## 327 0.67836993 -0.328906011 0.75228454 -0.171825432 0.745771650
## 328 0.63104774 -0.589185876 0.47601076 -1.004199673 0.594608045
## 329 0.56710189 -0.873662394 0.52328966 -1.027378198 0.545388684
## 330 0.32587026 -1.619434973 0.26281026 -1.928521246 1.322847112
## 331 1.68874861 1.305166409 1.80501467 1.484830985 -0.804294456
## 332 0.49767419 -1.071405832 0.47224116 -1.169950004 1.384445205
## 333 0.37519138 -1.466172823 0.39301538 -1.431925179 1.565185006
## 334 0.56398476 -0.722991287 0.56002962 -0.717272803 0.469986242
## 335 0.34005256 -1.652386669 0.32316642 -1.757375687 0.891948535
## 336 1.23081950 0.566836901 1.76609968 1.273601558 0.440632219
## 337 1.12397200 0.400523647 1.35724021 0.775458252 0.197097415
## 338 0.42470101 -1.335390742 0.46958750 -1.201603017 1.261102712
## 339 1.19226123 0.527910053 1.32651302 0.764714351 -0.657897897
## 340 0.15903000 -2.384999637 0.16504708 -2.369675924 1.441606559
## 341 6.32311489 4.762265615 4.84795708 3.898511845 -6.661700082
## 342 0.27976597 -1.592012380 0.34326007 -1.319740374 1.142755123
## 343 3.17108069 2.868840726 2.39974760 2.147782847 -3.629270670
## 344 1.97275734 1.691152917 1.97555229 1.710835314 -1.001659321
## 345 0.46185390 -0.650410461 0.51107902 -0.603412678 1.573553005
## 346 0.97044563 0.138278794 0.87723368 -0.027646696 -0.207020200
## 347 0.28882400 -1.753186515 0.28090173 -1.816476807 1.204558233
## 348 0.60657218 -0.665340408 0.44763355 -1.119856669 0.507208229
## 349 0.66781050 -0.424786879 0.73852718 -0.257875963 0.745891093
## 350 0.45882629 -1.098620659 0.41675061 -1.246924466 1.035952855
## 351 0.33206616 -1.595137623 0.26826716 -1.903663287 1.285387688
## 352 0.33270083 -1.512618354 0.25975174 -1.822461066 1.232836269
## 353 0.60487840 -0.658786040 0.47831688 -1.005196214 0.621936662
## 354 1.11589677 0.389627336 0.89049957 -0.064966103 -0.561673798
## 355 0.21409045 -2.252065576 0.19193240 -2.426254955 0.767160039
## 356 0.33347884 -1.508240566 0.21240400 -2.049087402 1.078545966
## 357 0.25479295 -2.048291633 0.27935255 -1.963512073 0.973389374
## 358 1.00337439 0.182502693 0.85024256 -0.128814828 -0.491638407
## 359 0.51510099 -0.680220406 0.47500878 -0.743328993 0.551964254
## 360 0.43294560 -0.828748361 0.36442011 -0.981350483 1.306190377
## 361 0.67122919 -0.584115506 0.74843606 -0.400884541 1.103114973
## 362 1.50442215 1.009892865 1.11103833 0.379678793 -1.484186994
## 363 8.19874127 5.946949359 6.27237749 5.028211864 -10.082009706
## 364 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 365 0.14861320 -2.669404828 0.14112352 -2.763649644 0.856325675
## 366 0.80519167 -0.177140696 0.87518395 -0.033399772 0.832846491
## 367 0.53432563 -0.871464111 0.43301512 -1.188325542 1.152434059
## 368 0.18523428 -2.242631412 0.24252535 -1.964603638 1.183913045
## 369 0.68602235 -0.505571050 0.88383507 -0.064724555 0.545534244
## 370 0.83367800 -0.162842026 1.13585813 0.424270256 0.884778192
## 371 0.47479682 -0.927392270 0.35166513 -1.269189970 1.128018366
## 372 0.71738302 -0.456917449 0.75803179 -0.365561445 1.174763095
## 373 1.39912492 0.848896232 1.46619723 0.956560587 -0.776567419
## 374 0.99734034 0.161959762 0.90247763 -0.040243192 -0.315764340
## 375 0.38536861 -1.473243617 0.39026811 -1.477330396 0.802820017
## 376 0.46099528 -1.106110195 0.47765396 -1.069613683 0.767944610
## 377 0.38327320 -1.402371030 0.44483465 -1.214069090 1.010062288
## 378 0.92824405 0.025482482 0.99657376 0.161220538 1.084647081
## 379 0.42522742 -1.335255431 0.40798540 -1.423069926 0.818125530
## 380 2.33366221 1.952302662 1.52302277 0.997601263 -1.809948463
## 381 0.13025023 -2.786884772 0.16824848 -2.566222860 1.657049081
## 382 1.10344680 0.365339246 1.17396908 0.489436361 0.020839675
## 383 0.33461763 -1.302527239 0.20564847 -1.751284989 1.359986229
## 384 0.47704099 -0.619656379 0.61125886 -0.352400601 1.322157429
## 385 1.49240092 1.004157926 1.58735476 1.156923153 -0.860881046
## 386 0.40474601 -0.851316352 0.54396360 -0.517638735 1.334097730
## 387 0.83105122 -0.188938806 0.72194472 -0.454394288 0.562540269
## 388 1.13393421 0.422097647 1.17504688 0.498661524 -0.255606094
## 389 0.19133048 -2.345632746 0.22014008 -2.208763024 1.622449493
## 390 1.07113730 0.305581160 1.00023520 0.164338647 -0.049136283
## 391 0.58230451 -0.771109875 0.47675282 -1.101427256 0.558647980
## 392 0.18335059 -2.255228246 0.16362926 -2.402889315 1.442300837
## 393 0.37398667 -1.525828940 0.34896665 -1.654453035 0.572417972
## 394 1.19597320 0.535783413 1.39204277 0.876013553 -0.070711021
## 395 0.75033827 -0.372730165 0.98314573 0.131501665 0.515730172
## 396 1.13092333 0.418566368 1.29770793 0.720097161 0.013270420
## 397 2.01654480 1.754800418 2.09279699 1.874375110 -1.462888579
## 398 0.35089597 -1.597772266 0.38069556 -1.502436575 0.742814122
## 399 0.25475992 -1.779074295 0.20597216 -2.125842254 1.325639506
## 400 0.43875688 -1.221066400 0.47255313 -1.135713783 1.167778077
## 401 0.47704099 -0.619656379 0.61125886 -0.352400601 1.322157429
## 402 0.80122230 -0.228018590 0.95170720 0.079901456 0.563433076
## 403 0.61484478 -0.481648693 0.55089522 -0.592323685 0.499268862
## 404 1.95882958 1.684164403 2.04617482 1.817747275 -2.015534269
## 405 0.51736149 -0.957308441 0.55121219 -0.877435674 0.944464814
## 406 0.47704099 -0.619656379 0.61125886 -0.352400601 1.322157429
## 407 1.17038305 0.471611352 1.57243206 1.021331616 -0.144983937
## 408 0.68072941 -0.541156061 0.72582962 -0.437003818 1.218303274
## 409 0.29795404 -1.836042795 0.30751025 -1.828327782 1.407460067
## 410 0.18538886 -2.430216183 0.21272497 -2.310016813 1.367248419
## 411 0.53018462 -0.981268351 0.50376606 -1.081091067 0.854468927
## 412 0.35746748 -1.477554075 0.32303409 -1.638347784 1.365517595
## 413 0.57972656 -0.766981046 0.57720052 -0.788128820 0.836955178
## 414 0.93690822 0.040523654 0.80451470 -0.258020320 -0.511005711
## 415 0.40909859 -1.375958879 0.40087027 -1.436422141 0.973401198
## 416 1.73827603 1.338685097 1.60179750 1.165492504 -1.652628391
## 417 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 418 1.27338026 0.667551607 1.38070495 0.853282947 0.058865580
## 419 1.08863126 0.338928240 0.98262729 0.128525034 -0.359015893
## 420 0.14479976 -2.632499063 0.15023511 -2.648106993 1.406347514
## 421 0.47122557 -0.606697832 0.55371039 -0.446893238 1.220047603
## 422 0.71419663 -0.368738947 1.14657184 0.434799266 0.379385093
## 423 0.58007288 -0.766382442 0.66477646 -0.557750494 0.708017522
## 424 1.36673877 0.819994446 1.28509943 0.689866597 -1.299112400
## 425 1.12054877 0.399122945 0.97600713 0.113493708 -0.836765614
## 426 1.44255521 0.937039375 1.54102815 1.093601171 -0.627857796
## 427 0.62730121 -0.699857228 0.74563819 -0.406690053 1.041851965
## 428 1.11569158 0.386102041 1.41472399 0.853212948 0.237995468
## 429 0.54437186 -0.941736979 0.54540617 -0.959055311 1.091947333
## 430 0.80542802 -0.255145469 0.72260002 -0.465815044 -0.451812834
## 431 0.71541875 -0.304018273 0.66326493 -0.476302628 1.272141043
## 432 1.25559655 0.613209663 1.02390653 0.226638216 -0.300108756
## 433 1.14318430 0.437729952 1.37874028 0.840542526 0.084479805
## 434 0.31984021 -1.463030424 0.22959789 -1.802739901 1.329756838
## 435 1.47215552 0.996418743 1.50591993 1.058260434 -0.275718102
## 436 0.48655905 -1.120006188 0.46993794 -1.199521592 0.728700332
## 437 0.28590565 -1.244362563 0.22619595 -1.420020526 1.336747378
## 438 0.97633482 0.123527821 1.16672080 0.482669155 0.561739788
## 439 0.58968027 -0.811359479 0.51831678 -1.044696892 0.452040815
## 440 0.30009165 -1.779607099 0.33693003 -1.660289567 1.080486156
## 441 2.09867133 1.688439040 2.26786094 1.856690952 -0.973278848
## 442 0.79127918 -0.197710910 1.04107566 0.255768333 0.158411602
## 443 0.42323649 -1.331869489 0.41296451 -1.389629187 1.570868755
## 444 0.93929760 0.041265375 0.86533756 -0.125303135 0.368607928
## 445 0.43939669 -1.284522923 0.40402150 -1.438119121 1.044343990
## 446 0.89481920 -0.048978047 0.80238422 -0.260412794 -0.477557702
## 447 0.84428959 -0.147544775 0.76039692 -0.348104046 0.741492615
## 448 0.63326681 -0.686736169 0.74252821 -0.414117781 0.944541910
## 449 0.72642043 -0.445013444 0.85320988 -0.153350163 0.405930360
## 450 0.29983807 -1.821605453 0.28718632 -1.906196110 1.185131390
## 451 1.79725772 1.436035581 1.90405561 1.588309999 -1.066431911
## 452 0.38312065 -1.135633548 0.32494682 -1.275030378 0.914945847
## 453 0.14766998 -2.569882295 0.13672576 -2.700208736 1.448049924
## 454 0.54718343 -0.829478746 0.39687867 -1.298613952 0.659835152
## 455 1.16493334 0.481128182 1.36339973 0.831258020 -0.196476830
## 456 1.40963647 0.897270322 1.39525787 0.883043613 -0.231990573
## 457 0.77911940 -0.107565785 0.79588213 -0.069854818 0.623195289
## 458 1.64734299 1.166878182 1.85969019 1.428354830 -1.816133141
## 459 0.69575149 -0.415774510 0.68815460 -0.475636836 1.411888524
## 460 1.22365216 0.577559799 1.09830213 0.356944080 -0.591207459
## 461 0.50474804 -1.066366934 0.56927478 -0.888176336 1.159739613
## 462 0.71731391 -0.461471530 0.85485722 -0.143907343 0.912654718
## 463 1.63430127 1.241606298 1.84314792 1.550693566 -1.266319975
## 464 0.28590565 -1.244362563 0.22619595 -1.420020526 1.336747378
## 465 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 466 0.59982760 -0.751682255 0.50657571 -1.048395139 0.748540148
## 467 2.10021213 1.612082769 1.72218822 1.179192061 -1.123340422
## 468 1.43350287 0.936389149 1.45608112 0.980954591 -0.439563669
## 469 0.72725192 -0.438403451 0.90012969 -0.046832514 0.447784566
## 470 1.15630739 0.463579569 1.13152618 0.420053555 -1.047544947
## 471 1.51487548 1.038957787 1.39539366 0.863636153 -1.470677241
## 472 1.98756897 1.395959276 3.63285332 2.613398783 -0.511636520
## 473 0.56267561 -0.497563999 0.71363174 -0.201041734 1.297167041
## 474 1.04796711 0.260981890 1.18125425 0.512602847 0.564528350
## 475 0.91842258 -0.002286947 0.98228671 0.127009130 0.574672730
## 476 1.28112876 0.685075705 1.15280548 0.460291359 -0.714595840
## 477 0.34268685 -1.594937434 0.29881755 -1.801569626 1.805142993
## 478 0.26436418 -1.881983434 0.27701998 -1.857577277 1.295027933
## 479 0.70358284 -0.489562498 0.65113105 -0.641816994 0.788425365
## 480 0.25169287 -2.032668156 0.28069711 -1.932947225 1.355973760
## 481 0.93721884 0.054764985 1.18791080 0.513597261 0.330816445
## 482 0.86097351 -0.129187538 0.87869509 -0.096179603 0.783031167
## 483 1.44488988 0.941040660 1.60187619 1.183798076 -0.107015785
## 484 0.18615415 -2.279374762 0.14012147 -2.617323219 1.511740527
## 485 0.51594626 -0.969445763 0.52250260 -0.971232605 0.944235195
## 486 0.47122557 -0.606697832 0.55371039 -0.446893238 1.220047603
## 487 0.29005800 -1.876032355 0.26027204 -2.055232081 0.878148156
## 488 0.72097307 -0.456514926 0.74526421 -0.408517408 0.617502493
## 489 0.06437663 -3.112253610 0.06884625 -3.069308854 1.600284858
## 490 0.59811974 -0.776013343 0.59529374 -0.796908186 0.632589838
## 491 0.75623930 -0.302967163 0.92499147 0.042865197 0.750165765
## 492 0.67024962 -0.579796512 0.74860700 -0.395860944 1.070782456
## 493 0.46488535 -1.195092777 0.44963732 -1.271977026 1.256082287
## 494 0.18238972 -2.388470950 0.18980556 -2.392932964 1.818664936
## 495 1.77752382 1.366953769 1.52754940 1.038039727 -1.738993420
## 496 1.09644098 0.353086999 0.90913035 -0.008349100 0.019744629
## 497 0.46924190 -0.848497982 0.34265716 -1.165879080 0.952497859
## 498 0.63537397 -0.665465233 0.63320738 -0.689579958 0.738830631
## 499 2.05127343 1.714986834 1.39147085 0.844457006 -1.882469996
## 500 0.35771115 -1.305427246 0.54620845 -0.727698305 0.531998856
## 501 0.85408055 -0.144506337 1.00284826 0.168785889 0.402095500
## 502 0.39036557 -1.304843895 0.65926924 -0.537931578 1.089012586
## 503 1.51281807 1.051399072 1.50043000 1.040483997 -1.432457224
## 504 1.00391328 0.187384489 0.78612483 -0.251076399 0.367010688
## 505 0.27491881 -1.906967748 0.26208781 -2.010038275 1.246531409
## 506 1.24404016 0.621916709 1.21535774 0.575307142 -0.319866079
## 507 1.07904484 0.320675955 0.96475022 0.089845658 -0.284590603
## 508 0.97730886 0.138152833 1.06498197 0.297646549 0.156830970
## 509 0.92604453 0.021800464 1.01317740 0.193380927 0.296268003
## 510 2.60440224 2.393933959 1.93787456 1.653391351 -2.179758935
## 511 0.59348401 -0.800052685 0.51309179 -1.061745534 0.242632564
## 512 0.42269005 -1.328502493 0.41771709 -1.375455181 1.331431932
## 513 1.26105548 0.635786288 1.49952840 1.015334100 -0.775957656
## 514 0.40711995 -1.399731450 0.43601575 -1.319027634 0.808196652
## 515 0.71301099 -0.477422642 0.75269428 -0.388578331 1.293899173
## 516 0.83815799 -0.175488738 0.92722077 0.014236699 1.216459886
## 517 1.18213504 0.506993987 1.16681064 0.482665243 -0.444391108
## 518 0.42358552 -1.170721488 0.29022302 -1.650658734 1.053433701
## 519 0.21953560 -2.234267346 0.22201465 -2.259507866 1.358694428
## 520 1.26265056 0.649349720 1.20888295 0.560697562 -0.497060207
## 521 1.41935345 0.886112880 1.47664852 0.981891862 -0.673096717
## 522 1.45005983 0.960930138 1.29580007 0.714759273 -0.799859247
## 523 1.90626588 1.615964138 1.68727031 1.332467999 -2.186982595
## 524 0.46514226 -1.127682151 0.74439140 -0.380001290 1.408095969
## 525 1.15290759 0.458103188 1.22874550 0.596260440 0.595241464
## 526 1.83066777 1.486084571 1.42985075 0.926526614 -1.291461406
## 527 1.33556368 0.762413576 1.57714980 1.142922152 -0.609895357
## 528 0.83249852 -0.190557356 0.89316525 -0.061100918 -0.246631814
## 529 0.38319182 -1.485807685 0.40513209 -1.431690075 0.818652992
## 530 0.82445558 -0.206630533 0.88187694 -0.083889523 -0.334213391
## 531 0.44964053 -0.969274900 0.69358662 -0.353392137 0.818846543
## 532 2.03448442 1.765227935 2.29326682 2.104660640 -2.038169368
## 533 0.31405194 -1.770460924 0.31372426 -1.801138166 0.797393420
## 534 0.20942908 -2.280155546 0.21987559 -2.264053877 1.164660070
## 535 0.45461238 -1.220955787 0.41530733 -1.387028521 0.677890847
## 536 0.35380408 -1.475884689 0.38600209 -1.377435445 1.019232564
## 537 1.21312089 0.554914396 1.14859464 0.446364916 -0.132989374
## 538 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 539 0.51814257 -1.023993288 0.48900506 -1.136764782 0.225703539
## 540 1.33737381 0.757789144 1.41489395 0.885602645 -0.249611330
## 541 0.39868528 -1.427886159 0.44234984 -1.292695782 1.167001327
## 542 2.32809569 2.132935078 2.10014785 1.885892066 -3.003371289
## 543 0.18549820 -2.303042053 0.22881618 -2.103895691 1.496018420
## 544 0.41434965 -1.013347258 0.30650699 -1.301771037 1.446012581
## 545 0.41700641 -1.316963279 0.42405772 -1.322222200 1.208921217
## 546 2.50680359 2.229420088 1.83960590 1.483074663 -1.849290509
## 547 0.72547659 -0.446265155 0.89637538 -0.056419421 0.825181850
## 548 0.16063230 -2.342223724 0.21995729 -2.019957507 1.455441637
## 549 0.85286917 -0.091140849 1.05896676 0.290350528 0.828381743
## 550 0.16686497 -2.310250827 0.26235689 -1.824300092 1.080677421
## 551 0.20275141 -2.204754259 0.15689236 -2.528136510 1.434903770
## 552 0.80814156 -0.242788897 0.94241088 0.046877367 0.976506064
## 553 0.76146582 -0.292039872 0.91195827 0.017368727 0.592099764
## 554 0.60621873 -0.710604081 0.62137828 -0.686514359 0.833348182
## 555 0.93380649 0.031256715 0.91725773 -0.007579997 -0.161555062
## 556 0.50221161 -0.806537436 0.37980339 -1.109797184 0.839246442
## 557 0.59126645 -0.806554355 0.67480429 -0.591714803 0.892411530
## 558 1.16476954 0.480659569 1.23364823 0.607924682 0.299195433
## 559 0.58714887 -0.807417080 0.57218423 -0.871056363 0.543116694
## 560 0.53382595 -0.971192681 0.52733785 -1.012985898 0.771200575
## 561 0.60809334 -0.758523528 0.65965182 -0.631016835 1.432726776
## 562 1.63077901 1.161054943 1.82438133 1.414322366 -0.809064211
## 563 1.63798602 1.197049257 1.29734642 0.698178548 -1.032772878
## 564 0.72547955 -0.445194229 0.69775262 -0.525878360 0.864983966
## 565 0.53617337 -0.923060623 0.57915003 -0.820022613 1.457757072
## 566 1.92216571 1.634797374 2.13229597 1.919986196 -1.912788415
## 567 1.27135316 0.665478523 1.17170690 0.493399329 -0.531957457
## 568 0.52861776 -0.989347037 0.61093076 -0.765691151 1.272636810
## 569 0.32648720 -1.715031659 0.39955327 -1.453461566 0.883776867
## 570 0.40240244 -1.188762688 0.30863814 -1.492288023 0.952821161
## 571 0.28726780 -1.816093726 0.31118294 -1.748843507 1.261958275
## 572 0.11770451 -2.572234828 0.15090187 -2.332022035 1.380312995
## 573 0.49639357 -1.011631840 0.46193094 -1.138938905 0.752283341
## 574 0.95230520 0.109847002 1.04312909 0.269048088 0.355704552
## 575 1.72054635 1.157938863 2.44338671 1.825506417 -0.708674947
## 576 0.06762870 -3.347992974 0.06484960 -3.449494714 1.499479564
## 577 0.39605770 -1.235204217 0.39257031 -1.234011450 0.843060331
## 578 1.08345530 0.329119834 1.31951691 0.756774606 -0.263825201
## 579 1.09681760 0.354270110 0.99692424 0.158307105 -0.284015604
## 580 0.34202575 -1.653393361 0.40860638 -1.421132330 1.763711376
## 581 2.11513681 1.763033079 1.56689816 1.086379997 -1.646158695
## 582 1.53720107 1.097480635 1.27490570 0.680410350 -1.540757608
## 583 0.50335057 -0.811766064 0.44784368 -0.924377776 1.035588607
## 584 0.19571696 -2.154144058 0.17820530 -2.332714478 1.601407138
## 585 0.07646483 -3.315561997 0.08507112 -3.273281488 0.975974111
## 586 1.33375795 0.774850047 1.46390281 0.994292210 0.300343775
## 587 0.09205013 -2.947608990 0.07010510 -3.218438945 1.685656295
## 588 0.04788775 -3.656005592 0.04174964 -3.823753353 1.295622857
## 589 0.93262046 0.034098686 0.94182438 0.047778324 0.194920001
## 590 0.16885775 -2.526958955 0.15884280 -2.631130304 0.957579430
## 591 0.66459760 -0.603817865 0.61803820 -0.746637973 1.191715222
## 592 0.10903737 -2.981473154 0.10210073 -3.087396092 1.245698005
## 593 0.15903000 -2.384999637 0.16504708 -2.369675924 1.441606559
## 594 0.69902616 -0.508231369 0.72079031 -0.467108214 0.724809654
## 595 0.30382934 -1.673153633 0.30528873 -1.714347695 1.411459551
## 596 0.34514198 -1.576918999 0.38313735 -1.463537636 1.341509650
## 597 0.27748574 -1.931787495 0.27351813 -1.987760392 1.443799708
## 598 1.24498804 0.620576878 1.17238519 0.495763450 -0.805604363
## 599 0.18758881 -2.414719965 0.23252786 -2.198465741 1.400229570
## 600 1.06040748 0.286611878 0.86883138 -0.103326589 -0.399501545
## 601 0.55273257 -0.915046615 0.68569835 -0.557863778 1.089782630
## 602 0.47430127 -1.143505948 0.52983379 -0.992342041 0.857418258
## 603 0.47541488 -1.111731221 0.44892397 -1.225743209 0.640119202
## 604 0.48393122 -0.834954348 0.48485748 -0.795236119 1.031010081
## 605 0.86471859 -0.067618536 0.80697548 -0.180262712 0.589173063
## 606 0.65085942 -0.640995255 0.59762745 -0.803596356 0.713389449
## 607 1.01992702 0.209093832 0.94236401 0.050188791 0.164468088
## 608 2.40226832 2.135588564 2.00753947 1.708199794 -2.425364595
## 609 1.04136853 0.263222998 1.34447799 0.724927413 0.593843020
## 610 0.45731099 -1.212625674 0.45200471 -1.257267643 0.569203393
## 611 2.10046895 1.789368791 2.10408614 1.816128634 -1.494350373
## 612 0.91615362 0.051317988 1.24590282 0.578429542 0.818918161
## 613 0.58300700 -0.676956596 0.49300676 -0.898509474 1.023892645
## 614 1.22567244 0.587455365 1.27493423 0.676228716 0.415608339
## 615 0.63869860 -0.483848046 0.57437537 -0.709659725 1.590141041
## 616 1.07496479 0.315078367 1.16971570 0.480310562 0.349583771
## 617 0.16590015 -2.278291251 0.32008545 -1.542462829 1.264085027
## 618 0.87712643 -0.088976579 0.83422113 -0.189940942 -0.915736761
## 619 0.25909918 -1.970033092 0.25082713 -2.053672376 1.146019139
## 620 0.62734367 -0.701870763 0.56616088 -0.895192641 0.390267628
## 621 0.30425548 -1.620695050 0.25999951 -1.815151604 1.113108829
## 622 0.27472671 -1.945792417 0.26191877 -2.045540280 0.874732698
## 623 0.75347660 -0.348441372 0.67372022 -0.556223640 0.563276070
## 624 0.37326694 -0.914981484 0.31172152 -1.073726487 1.268488346
## 625 1.25880743 0.610784584 1.30311219 0.693896495 -0.090171171
## 626 4.04807290 3.071624272 4.47930100 3.247970865 -2.550434574
## 627 1.49335104 0.898147123 1.23184613 0.550752118 -0.063206664
## 628 3.88169958 3.347410191 2.22932543 1.927324179 -2.924696758
## 629 0.41744228 -0.845294035 0.35529145 -0.986574965 1.253492469
## 630 2.65879604 2.428266680 2.30686749 2.084270762 -2.076605037
## 631 0.59857503 -0.775609959 0.70031670 -0.518793883 0.862607338
## 632 0.41434965 -1.013347258 0.30650699 -1.301771037 1.446012581
## 633 0.29741148 -1.806854041 0.27898116 -1.931061232 1.344083865
## 634 0.78906968 -0.290581233 0.80782302 -0.256594406 0.725780103
## 635 0.27525184 -1.944698418 0.27354843 -1.989338418 0.988179357
## 636 2.30857620 2.111153389 2.10346497 1.890089432 -2.753726509
## 637 1.64055541 1.191081004 1.45272757 0.932894822 -1.673560198
## 638 0.33169177 -1.548904915 0.33534674 -1.552205969 1.159400374
## 639 3.40433010 3.151319487 3.60584793 3.355094418 -3.807871866
## 640 0.53072262 -0.939846288 0.61074026 -0.732222479 0.869736292
## 641 1.51883676 1.066808423 1.62103674 1.230294039 -0.660010378
## 642 2.64744930 2.442425050 2.71268545 2.532355947 -3.362705254
## 643 0.32451903 -1.470147465 0.41680154 -1.135909085 0.826595755
## 644 1.05706881 0.284211191 1.06384248 0.295962684 -0.589449947
## 645 0.89622467 0.042875891 1.06881834 0.321242271 0.668554710
## 646 3.91473471 3.521488565 3.91246889 3.559937936 -4.413081472
## 647 0.37063286 -1.263219893 0.25225143 -1.670358428 1.070859253
## 648 1.23001598 0.572640015 1.60830639 1.116791798 -0.094185264
## 649 0.82034826 -0.218150661 0.76527602 -0.355596816 -0.535733726
## 650 0.26904378 -1.807757029 0.29619811 -1.707976058 1.261038991
## 651 1.26375113 0.597611675 2.07578338 1.496353685 -0.195496790
## 652 0.83477353 -0.188141587 0.85287953 -0.154389448 0.637956135
## 653 0.43922520 -1.271790092 0.46428154 -1.204660812 1.511798776
## 654 0.98720164 0.140177386 1.07047938 0.303995087 0.178859853
## 655 0.58773120 -0.816150934 0.61968006 -0.740795483 1.238431232
## 656 0.68165808 -0.550439701 0.68039943 -0.563824969 0.663206254
## 657 0.35149479 -1.501624977 0.32698948 -1.624155763 1.068261236
## 658 3.04838106 2.614123350 2.99984278 2.561722097 -3.401850479
## 659 0.72348462 -0.449526229 0.76928658 -0.348983624 1.005355467
## 660 0.60655741 -0.762139660 0.76461927 -0.362331172 1.102090097
## 661 0.18480609 -2.400865400 0.21895891 -2.231308542 1.643308882
## 662 0.24155620 -2.073343978 0.23033214 -2.176469929 1.173919429
## 663 2.77070493 2.223030550 2.29851283 1.762205361 -1.978521585
## 664 0.87282864 -0.100368985 0.97736575 0.116992788 0.680889445
## 665 0.83846817 -0.067266310 0.89460847 0.043672500 0.805416687
## 666 0.80576160 -0.249001228 0.72708688 -0.450081185 -0.037023962
## 667 1.64277622 1.130865852 1.95244840 1.477738923 -0.526281946
## 668 0.43294560 -0.828748361 0.36442011 -0.981350483 1.306190377
## 669 0.80481757 -0.253975627 0.87225009 -0.109070385 0.342748742
## 670 0.64326185 -0.657834962 0.65036922 -0.651136597 0.400121719
## 671 0.21442541 -1.929838295 0.35030048 -1.345890315 1.015727266
## 672 0.43886467 -1.275102769 0.40629078 -1.420439858 0.919264408
## 673 1.63430127 1.241606298 1.84314792 1.550693566 -1.266319975
## 674 0.56352538 -0.835820968 0.59008251 -0.776716882 1.805924486
## 675 0.80132919 -0.248744971 0.78505801 -0.292727960 0.028472369
## 676 0.40342908 -1.370590428 0.41074258 -1.375319995 0.501655428
## 677 0.45045640 -1.243468169 0.41254451 -1.404537522 0.570244999
## 678 3.45695606 3.007298142 2.97338087 2.606258685 -3.336803177
## 679 0.29305898 -1.292660780 0.26612407 -1.338012543 1.147546381
## 680 0.30458286 -1.729540368 0.27468550 -1.900401796 0.723547815
## 681 0.93516423 0.038329612 0.95899344 0.084416415 0.109449853
## 682 0.45255328 -1.239107636 0.45165192 -1.266329286 0.737332750
## 683 0.49109671 -1.106083016 0.58699308 -0.833607162 1.479025701
## 684 0.78317957 -0.216950104 0.79076044 -0.235870324 1.188883688
## 685 1.00786601 0.184555057 1.05783086 0.279968555 0.357139704
## 686 0.16042993 -2.508912802 0.14342351 -2.679913944 1.390542938
## 687 2.03724939 1.754642018 2.14196911 1.897539601 -2.273846363
## 688 1.35380418 0.786932873 1.13910061 0.430860567 -0.775501369
## 689 0.67641779 -0.573877115 0.70850852 -0.503146413 1.255256036
## 690 0.98466090 0.143281375 1.09631047 0.353044844 0.126378873
## 691 0.71874665 -0.340944650 0.59783477 -0.594118481 0.510674811
## 692 0.53629839 -0.759260977 0.59683648 -0.586148628 0.790352554
## 693 0.83205938 -0.156373046 0.86348272 -0.095023405 -0.265983327
## 694 1.29753695 0.702636132 1.32902027 0.758577021 -0.935778602
## 695 0.58784040 -0.644908887 0.52183248 -0.790123461 1.017332729
## 696 1.26919486 0.664478410 1.33781727 0.787461486 0.125196427
## 697 0.22071173 -2.217172652 0.20567387 -2.345504796 1.437019646
## 698 0.66596988 -0.520753469 0.54859329 -0.828620322 0.659097600
## 699 0.59740782 -0.635753220 0.52210113 -0.811082987 1.017860036
## 700 2.78857476 2.630864287 2.52517459 2.384145085 -3.534972219
## 701 1.17725305 0.503452478 1.32576134 0.767667468 -0.878055691
## 702 0.24734976 -2.083630356 0.23783549 -2.171800235 1.106412380
## 703 0.71145635 -0.480047022 0.76215916 -0.366635183 0.417806935
## 704 3.18687755 2.751143155 2.57842029 2.201859462 -2.493959813
## 705 1.48053513 0.870342411 1.21198794 0.521212155 -0.187756517
## 706 2.39219484 2.194127378 2.12940734 1.914871184 -2.337637122
## 707 0.55695909 -0.904825694 0.54315878 -0.963508883 0.570678061
## 708 0.40082553 -1.339862381 0.37367339 -1.466793633 0.948870421
## 709 0.38327320 -1.402371030 0.44483465 -1.214069090 1.010062288
## 710 0.34920192 -1.622341265 0.35814983 -1.616293329 1.004251833
## 711 0.80288473 -0.253917814 0.90252868 -0.039732114 0.687820258
## 712 1.04622592 0.262757284 0.95288393 0.083861057 -0.140691476
## 713 0.72601481 -0.349251893 0.82334228 -0.139235133 0.395270874
## 714 0.90733152 -0.016247610 1.02409033 0.215965684 0.788707539
## 715 0.34306268 -1.396077745 0.40837581 -1.155555844 0.990618921
## 716 0.54182675 -0.429044075 0.71061294 -0.166923367 1.438888475
## 717 0.27096525 -1.687062321 0.24062655 -1.797401864 1.184939540
## 718 1.93041449 1.629458197 1.79263702 1.468497736 -1.855190282
## 719 0.51677455 -1.006623684 0.56914123 -0.863327396 1.205470773
## 720 3.89872370 3.631340634 3.72336493 3.529421072 -5.127861731
## 721 0.86898307 -0.063866325 0.66304113 -0.507782061 0.358773731
## 722 1.49107453 0.959845182 1.93685292 1.525757723 0.032430501
## 723 1.17134450 0.483176060 1.21037667 0.553150303 0.149469563
## 724 0.16978338 -2.485464432 0.17308773 -2.515087974 1.315228380
## 725 1.12314118 0.403251984 1.17996809 0.509468536 -0.565146582
## 726 0.65285009 -0.633170357 0.69948186 -0.525210655 0.492254347
## 727 0.62716942 -0.704336829 0.65466947 -0.642891590 0.931214844
## 728 0.53065971 -0.754627532 0.41372795 -1.039149849 0.892849205
## 729 0.71457567 -0.447254450 0.71961956 -0.444202098 0.799413797
## 730 0.89237958 -0.058219217 0.85573788 -0.146479173 0.033054479
## 731 0.32580074 -1.717453585 0.31698385 -1.788689453 1.412603494
## 732 0.13500099 -2.779476691 0.14521864 -2.749866925 0.843432373
## 733 1.87326538 1.399550077 1.88513090 1.394298103 -0.691952984
## 734 1.51355152 1.020038412 1.58045673 1.125728353 -0.355113013
## 735 0.67530678 -0.567347174 0.76218225 -0.363111525 1.064264248
## 736 0.31405194 -1.770460924 0.31372426 -1.801138166 0.797393420
## 737 1.28583951 0.660962086 0.82466883 -0.157653774 -0.210773705
## 738 0.42358025 -1.064598659 0.54726120 -0.698429901 0.580906900
## 739 1.30024066 0.668060144 1.09541961 0.353292456 -0.595658468
## 740 1.54737724 0.986027902 1.40947460 0.797656385 -0.263592128
## 741 0.80547730 -0.251347171 0.75788656 -0.372063861 0.444247494
## 742 0.24213781 -2.027549782 0.25525890 -1.990301784 1.468814703
## 743 0.67058454 -0.584889102 0.75179741 -0.392001359 0.935676209
## 744 0.83351684 -0.186850112 0.75726937 -0.372939417 -0.476132077
## 745 1.30074847 0.717532997 1.45955309 0.982872136 -0.538805067
## 746 0.44573701 -1.246394529 0.43617109 -1.297894440 1.095215256
## 747 0.65034326 -0.642775925 0.62631970 -0.722946895 0.862177272
## 748 0.78714307 -0.248990212 0.75912393 -0.315945587 0.833033270
## 749 0.47136088 -1.155415704 0.52125121 -1.020891502 1.123774693
## 750 0.45498067 -1.121086698 0.41356314 -1.296897854 1.322357057
## 751 0.49523319 -0.814885936 0.42690220 -0.959961640 0.995893456
## 752 1.98012537 1.694818231 1.84591214 1.542595482 -1.586629668
## 753 1.22331096 0.560149675 1.44680763 0.889081107 0.331116332
## 754 0.60413680 -0.740081387 0.80259319 -0.256724173 1.325173808
## 755 1.36583767 0.803874835 1.29124916 0.690901657 -0.674895910
## 756 1.83311862 1.507323846 1.77419019 1.440596295 -1.372026555
## 757 0.52643454 -0.960502021 0.72813023 -0.432925625 1.241590959
## 758 0.40717080 -1.249866575 0.46657582 -1.107213772 1.099869694
## 759 0.73579430 -0.422793895 0.77106705 -0.346891702 0.582799501
## 760 0.93561520 0.044656592 0.88930279 -0.055740884 0.041476435
## 761 0.75932885 -0.357313568 0.80380614 -0.259449746 0.549213399
## 762 0.31081282 -1.773981874 0.32790942 -1.734935547 1.786931576
## 763 0.35771115 -1.305427246 0.54620845 -0.727698305 0.531998856
## 764 1.01812241 0.202235212 1.00536917 0.174291435 0.541597643
## 765 1.23144646 0.599641124 1.11616719 0.391930764 -0.833014094
## 766 0.47122557 -0.606697832 0.55371039 -0.446893238 1.220047603
## 767 0.46808942 -0.874433920 0.49388341 -0.770008216 0.595710254
## 768 1.83120047 1.495757932 2.11935942 1.886401109 -1.531090864
## 769 0.61344940 -0.697242221 0.51371836 -1.002020313 0.945900618
## 770 0.98527541 0.155471762 0.76549107 -0.285015177 0.033110823
## 771 0.40428581 -1.024962355 0.34560266 -1.154039671 1.420696083
## 772 1.46579406 0.974836883 1.55973219 1.124061654 -0.415227415
## 773 0.76783929 -0.246161607 0.79341204 -0.183745937 0.274990187
## 774 0.57538919 -0.841309333 0.54502450 -0.945295722 1.303256452
## 775 0.89600573 -0.028463779 0.98112914 0.137133576 0.426246580
## 776 0.33544786 -1.679781530 0.37462144 -1.548284714 1.450737347
## 777 0.43073194 -1.314468852 0.40020512 -1.452222400 0.960199077
## 778 2.27053808 1.934935768 2.56584825 2.254951651 -2.366860534
## 779 0.66596988 -0.520753469 0.54859329 -0.828620322 0.659097600
## 780 0.64545583 -0.554203449 0.61750800 -0.620846589 0.792675740
## 781 0.33654584 -1.675799288 0.33222178 -1.722763229 1.027540232
## 782 0.96079098 0.089250915 1.03241494 0.230560235 0.867195729
## 783 0.77953031 -0.219847017 0.87967863 -0.016158312 0.458502696
## 784 2.25160091 2.042406371 2.33571887 2.164580576 -2.310029045
## 785 0.52510232 -0.840297872 0.37811905 -1.268728536 0.917963183
## 786 0.67040991 -0.476109734 0.64374874 -0.529504606 0.753672037
## 787 0.74406215 -0.386753210 0.88054611 -0.084490434 0.629633130
## 788 0.41744228 -0.845294035 0.35529145 -0.986574965 1.253492469
## 789 1.06152431 0.292889653 0.72674836 -0.367704899 0.185964369
## 790 0.30593460 -1.227580999 0.22496732 -1.470237949 1.374762933
## 791 3.53290737 2.966116894 2.66041938 2.216525836 -3.759864624
## 792 1.49247504 0.936184741 1.21643705 0.541009531 -0.650054892
## 793 0.83279348 -0.136194107 0.84797625 -0.125659003 1.143989871
## 794 0.42357741 -1.090290545 0.43968655 -1.133239348 1.088263652
## 795 1.81440549 1.494152724 1.66767439 1.304223551 -1.343164804
## 796 0.45097469 -1.236564634 0.47605468 -1.177496697 0.441968916
## 797 1.22489711 0.565026171 1.34096085 0.743649240 -0.104098628
## 798 1.11275976 0.382689594 1.21473452 0.564656620 -0.104879952
## 799 0.77143514 -0.329489597 0.88634046 -0.076223916 0.948902841
## 800 0.50409149 -1.069101282 0.48147241 -1.163025860 1.066941643
## 801 0.46445207 -1.141700692 0.52301015 -0.982615663 0.829370848
## 802 0.61122537 -0.737101124 0.64313894 -0.661401083 0.929713429
## 803 0.95216846 0.068108766 0.89806035 -0.052604163 0.185862097
## 804 0.35401051 -1.601197066 0.32802046 -1.735935557 0.589138314
## 805 2.22784440 2.000319102 2.57123043 2.419144197 -2.744512212
## 806 0.33325396 -1.440044551 0.24353234 -1.781903533 1.416604261
## 807 0.59979345 -0.779494788 0.57576695 -0.863954574 0.728541937
## 808 0.15361052 -2.575593181 0.18082086 -2.427734245 1.827160434
## 809 0.33475784 -1.645022352 0.37773052 -1.508876447 1.620736550
## 810 0.15535979 -2.534925949 0.14878170 -2.632793306 1.138409003
## 811 0.46102741 -0.850454131 0.37299986 -1.050909294 1.243698556
## 812 0.31134048 -1.694740250 0.35574318 -1.541389825 1.357982396
## 813 2.69995451 2.534931013 2.84525585 2.714686247 -3.367946820
## 814 2.34612491 2.132604710 2.22021256 2.006595142 -2.410695273
## 815 0.55816057 -0.813364181 0.50412183 -0.979971908 0.638168135
## 816 0.54695487 -0.911563284 0.52796412 -0.992200981 0.686636414
## 817 0.44630733 -1.108979688 0.58127188 -0.724317883 0.463444326
## 818 0.47082960 -1.178027429 0.54771120 -0.953075292 1.460707510
## 819 0.39974172 -1.205675127 0.31463168 -1.606323371 1.656310622
## 820 0.15682384 -2.621177070 0.17368461 -2.548725376 1.695024529
## 821 0.53800237 -0.662564921 0.74801849 -0.199872664 0.806930097
## 822 0.64936722 -0.503419746 0.41194285 -1.109065677 0.651565466
## 823 0.32440582 -1.719552537 0.33321149 -1.708351896 1.090439056
## 824 0.33341170 -1.666722064 0.34433428 -1.644188609 1.520031323
## 825 2.21382708 1.956601968 1.99434412 1.718937622 -1.858711330
## 826 0.17083778 -2.460408785 0.16411361 -2.556219033 1.500108389
## 827 1.66366503 1.192799510 1.86006544 1.480946418 -0.301050322
## 828 0.62474844 -0.539232186 0.52057239 -0.766873410 0.653462952
## 829 0.52018379 -1.019042566 0.47628959 -1.181716431 0.421621467
## 830 2.53943027 2.369387576 2.75985434 2.635287110 -3.422064914
## 831 0.17388569 -2.498876014 0.18633635 -2.465277271 1.391645143
## 832 1.88080269 1.577508074 1.65136559 1.277563953 -2.213562705
## 833 1.36784660 0.770003888 1.59929314 1.073922318 -0.070980347
## 834 1.04136853 0.263222998 1.34447799 0.724927413 0.593843020
## 835 1.14274543 0.440271494 1.35895534 0.823498700 0.384040055
## 836 0.76274706 -0.286567672 0.77546514 -0.258143804 0.606245357
## 837 0.47811115 -1.150897421 0.44561851 -1.285833684 0.751934485
## 838 0.65159837 -0.578454130 0.81448975 -0.205615341 1.167345248
## 839 0.44177695 -0.843062311 0.33220625 -1.110513446 1.350196676
## 840 1.09412032 0.351328494 0.76518077 -0.224547529 0.240852034
## 841 0.67596345 -0.534653744 0.75690087 -0.351139074 0.751599423
## 842 0.64306202 -0.597214933 0.59784979 -0.726885611 0.393721355
## 843 0.68492311 -0.551549212 0.78901674 -0.303015415 1.086395676
## 844 1.58419195 1.161730767 1.41439654 0.911965863 -1.605310709
## 845 0.13748102 -2.661308278 0.12518925 -2.810193475 1.352614878
## 846 0.80748574 -0.243988623 0.98163999 0.126898087 0.426619570
## 847 1.35600007 0.808630229 1.40256721 0.890741152 -0.207687311
## 848 0.85794218 -0.135943756 1.00716576 0.177527825 0.173112453
## 849 0.50061595 -1.012035564 0.57146355 -0.823705442 1.529152891
## 850 0.30093368 -1.669270386 0.49718426 -0.997077161 1.361496826
## 851 0.82407584 -0.188611895 0.75535733 -0.355381495 0.281452497
## 852 0.65322644 -0.587391950 0.73379317 -0.401740246 0.968509814
## 853 0.44417370 -1.080154646 0.40913757 -1.177305635 1.244103478
## 854 0.61174331 -0.726234527 0.57220157 -0.849419970 0.786827628
## 855 0.86691383 -0.101620919 0.92385392 0.014458752 0.682017823
## 856 0.53694679 -0.740656282 0.42116286 -1.020428014 1.270051511
## 857 0.43771700 -1.126447442 0.55175869 -0.792849487 0.729538798
## 858 0.42233251 -1.112875624 0.30152390 -1.498262135 1.401259241
## 859 0.27525184 -1.944698418 0.27354843 -1.989338418 0.988179357
## 860 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 861 0.23723753 -2.002802500 0.17048865 -2.411312637 1.333384666
## 862 0.96196399 0.164472033 0.94721838 0.149871019 0.297911012
## 863 2.39437631 2.204413947 2.12526949 1.915068499 -3.468388670
## 864 0.82037104 -0.194244755 1.19035605 0.520866270 -0.073206223
## 865 0.48748117 -1.086816446 0.46374624 -1.179393029 1.405550472
## 866 0.50612380 -0.887628756 0.58479962 -0.735515778 0.811783639
## 867 0.21200048 -2.260003619 0.20098002 -2.355705615 1.022456928
## 868 0.50551465 -0.861495872 0.44844120 -1.110727359 1.729956806
## 869 0.70402697 -0.425891525 0.78617190 -0.243905219 0.730364165
## 870 0.19225589 -2.370708661 0.20396867 -2.347193053 0.965924873
## 871 2.19491346 1.869156025 1.85210596 1.477766474 -1.675158347
## 872 0.35380408 -1.475884689 0.38600209 -1.377435445 1.019232564
## 873 0.69779095 -0.455108789 0.80154275 -0.225121834 0.806348685
## 874 0.07777685 -3.294599614 0.06665864 -3.483960140 1.053290920
## 875 0.37748426 -1.512327788 0.45141443 -1.267023792 1.458765431
## 876 0.74988163 -0.386026234 0.86631967 -0.121784572 0.741516983
## 877 0.75889818 -0.272934836 1.16792338 0.468390915 0.185698792
## 878 0.64849328 -0.587417348 0.50152192 -1.008277164 0.928096598
## 879 0.67729777 -0.525428407 0.55213959 -0.876178791 0.658701177
## 880 3.01416856 2.832256674 3.22642014 3.077864122 -4.101903750
## 881 2.06343704 1.802937859 2.27521359 2.085562561 -1.622429488
## 882 0.46198767 -1.205505352 0.41878057 -1.382554311 0.406348535
## 883 1.61515595 1.211226816 1.57730839 1.166419622 -0.843371313
## 884 0.55223570 -0.919176774 0.53157654 -1.002552326 0.893878520
## 885 1.34468732 0.770950996 1.36177471 0.804977453 -0.910711928
## 886 0.75739408 -0.363230377 0.88361163 -0.082343134 1.132969807
## 887 0.87806519 -0.084489016 0.76152265 -0.356117598 0.303275687
## 888 1.55149827 1.104111694 1.36499840 0.825857605 -1.598475456
## 889 0.22152141 -2.214815012 0.21844315 -2.273876511 1.545592069
## 890 0.70216930 -0.436647192 0.57360651 -0.764163105 0.740761343
## 891 1.17918973 0.489155649 1.27601250 0.637811997 -0.062392179
## 892 0.67210417 -0.522746763 0.78834504 -0.267097838 1.065451446
## 893 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 894 1.03011438 0.227488994 1.08545239 0.332922279 0.297241612
## 895 0.12355644 -2.859238047 0.11655906 -2.958975339 1.345889506
## 896 0.43051453 -0.846394307 0.60019169 -0.437641913 1.094106217
## 897 0.77854311 -0.289766474 0.78033930 -0.296182707 0.998934959
## 898 0.11661220 -2.693992674 0.10623142 -2.859106034 1.380746660
## 899 0.74318652 -0.393230202 0.74528555 -0.401174250 0.850101602
## 900 0.77240232 -0.327659830 0.77734625 -0.323561471 1.192732878
## 901 0.40648298 -1.259836861 0.44011008 -1.158082200 0.623725880
## 902 0.84243806 -0.166244272 0.68194255 -0.566774508 -0.117822908
## 903 0.47663921 -1.107548769 0.58005750 -0.819292250 0.930070718
## 904 2.10528754 1.815099881 2.28621332 2.053638363 -1.438203587
## 905 1.16368721 0.478681169 1.05401702 0.271612269 -1.510525447
## 906 0.70498013 -0.499594331 0.74511023 -0.409586310 0.459260693
## 907 0.45900436 -1.171285229 0.43015682 -1.285932320 1.776391305
## 908 0.43962769 -1.041955514 0.47442164 -1.026067457 1.606539895
## 909 1.37018312 0.834866027 1.49334306 1.040513824 0.021421063
## 910 0.55653222 -0.393231416 0.81705497 0.014238328 1.345079730
## 911 0.39037550 -1.432005496 0.44433703 -1.268988601 0.756464175
## 912 0.89823300 -0.047121189 0.79314263 -0.293601403 -0.692819125
## 913 0.53860103 -0.918083807 0.52429259 -0.975713560 1.492678725
## 914 0.94343958 0.076987207 0.76584802 -0.284835408 0.239435237
## 915 0.82573629 -0.208560372 0.71669727 -0.481496818 -0.357447724
## 916 0.33461763 -1.302527239 0.20564847 -1.751284989 1.359986229
## 917 2.02680971 1.509496314 1.63728760 1.062876958 -0.889425155
## 918 0.59867673 -0.669880021 1.00068704 0.185760891 0.466334785
## 919 0.12924512 -2.741371453 0.12999797 -2.792048619 1.326990764
## 920 0.73798611 -0.308142555 0.48603369 -0.895458819 0.910075516
## 921 1.60835193 1.094473863 1.78638879 1.367449100 -1.427818790
## 922 0.85247180 -0.123419249 0.67407422 -0.546971228 0.384879062
## 923 0.33995349 -1.658273052 0.32705625 -1.744940055 1.151791530
## 924 1.12244802 0.400287662 0.92129880 0.009193079 -0.019377630
## 925 1.49992068 1.040586156 1.43703968 0.951738934 -1.346861883
## 926 0.51141044 -0.744436135 0.36530026 -1.100834740 1.126954080
## 927 0.55385919 -0.658351826 0.50966935 -0.731523330 1.150057430
## 928 4.54341949 3.597702638 3.25255210 2.650015868 -3.538328529
## 929 0.54448839 -0.934987069 0.51876181 -1.036509092 1.263039718
## 930 0.65054772 -0.628303554 0.76206764 -0.360786659 0.825254548
## 931 0.53234905 -0.971148998 0.50722591 -1.072655890 0.602303564
## 932 0.28950641 -1.790269141 0.32860374 -1.651046771 0.006785697
## 933 1.42482338 0.898547357 1.49764344 1.019200029 -0.316493373
## 934 0.59148006 -0.601071573 0.69284882 -0.353432594 0.953729976
## 935 1.58154049 1.078932205 2.04958699 1.704819243 -0.648472828
## 936 1.81654249 1.462522913 1.83943677 1.505212350 -1.218508251
## 937 1.15496233 0.458630506 1.00004534 0.168143048 -0.008197604
## 938 0.78650751 -0.299580860 0.80600975 -0.262927215 0.452979667
## 939 0.58146197 -0.764118343 0.81062365 -0.215700540 0.769097011
## 940 1.38938735 0.783969042 1.96508023 1.449845242 -0.680999403
## 941 0.19385099 -2.014129255 0.16849727 -2.113214679 1.416929008
## 942 1.88266788 1.353557565 2.67545715 2.238038014 -0.784834879
## 943 0.70216930 -0.436647192 0.57360651 -0.764163105 0.740761343
## 944 0.28563290 -1.845067951 0.28377815 -1.876791719 0.995041692
## 945 2.22187658 1.907059342 1.74814280 1.350562054 -2.373355236
## 946 0.25944613 -2.023127943 0.25968887 -2.054303653 1.299576442
## 947 0.51896626 -0.682176982 0.70199043 -0.270835075 0.660815127
## 948 1.56371800 1.126862646 1.40560658 0.894852704 -1.392853416
## 949 2.23832153 2.028847738 1.97939071 1.732266476 -2.993687236
## 950 0.30593460 -1.227580999 0.22496732 -1.470237949 1.374762933
## 951 2.68060257 2.450847099 2.77528034 2.585717240 -3.117666110
## 952 0.33590672 -1.678928123 0.29046510 -1.911076293 0.685164303
## 953 1.54694299 1.108677290 1.57077168 1.157830370 -0.585292928
## 954 1.22832334 0.582554955 1.24150163 0.608801767 -0.488412358
## 955 1.39180675 0.863219629 1.47776010 1.009625359 -0.408137497
## 956 0.44572076 -1.218578385 0.47664561 -1.132775075 1.120978270
## 957 0.54862337 -0.931881977 0.51460124 -1.056298117 0.614659711
## 958 0.55276425 -0.666856174 0.71840316 -0.281062068 0.814821371
## 959 0.64676746 -0.652684387 0.62327425 -0.732233661 0.675967177
## 960 0.29991540 -1.824079400 0.31672741 -1.776373540 1.339953090#modified version (remove item with loading lower than 0.4)
#trimming paulse here, learn more about the EFA here before proceeding#7
DGS_IRT_7 = mirt(data = DGS_7model_7,
model = 1, #this is for one factor
itemtype = "gpcmIRT" #generalized partial credit model
)##
Iteration: 1, Log-Lik: -6966.177, Max-Change: 0.79934
Iteration: 2, Log-Lik: -6622.040, Max-Change: 0.50284
Iteration: 3, Log-Lik: -6592.444, Max-Change: 0.23500
Iteration: 4, Log-Lik: -6582.027, Max-Change: 0.16079
Iteration: 5, Log-Lik: -6577.404, Max-Change: 0.12189
Iteration: 6, Log-Lik: -6574.879, Max-Change: 0.10751
Iteration: 7, Log-Lik: -6574.145, Max-Change: 0.04637
Iteration: 8, Log-Lik: -6573.423, Max-Change: 0.03036
Iteration: 9, Log-Lik: -6573.110, Max-Change: 0.01980
Iteration: 10, Log-Lik: -6572.927, Max-Change: 0.01079
Iteration: 11, Log-Lik: -6572.879, Max-Change: 0.01109
Iteration: 12, Log-Lik: -6572.854, Max-Change: 0.00473
Iteration: 13, Log-Lik: -6572.845, Max-Change: 0.00376
Iteration: 14, Log-Lik: -6572.837, Max-Change: 0.00279
Iteration: 15, Log-Lik: -6572.833, Max-Change: 0.00187
Iteration: 16, Log-Lik: -6572.828, Max-Change: 0.00052
Iteration: 17, Log-Lik: -6572.828, Max-Change: 0.00030
Iteration: 18, Log-Lik: -6572.827, Max-Change: 0.00015
Iteration: 19, Log-Lik: -6572.827, Max-Change: 0.00054
Iteration: 20, Log-Lik: -6572.827, Max-Change: 0.00047
Iteration: 21, Log-Lik: -6572.827, Max-Change: 0.00015
Iteration: 22, Log-Lik: -6572.827, Max-Change: 0.00015
Iteration: 23, Log-Lik: -6572.827, Max-Change: 0.00009summary(DGS_IRT_7)## F1 h2
## DGS_2 0.672 0.4515
## DGS_11 0.634 0.4023
## DGS_48 0.279 0.0780
## DGS_13 0.242 0.0585
##
## SS loadings: 0.99
## Proportion Var: 0.248
##
## Factor correlations:
##
## F1
## F1 1coef(DGS_IRT_7, IRTpars = T)## $DGS_2
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.544 -2.102 -0.773 0.148 0.264 0.818 1.663 0
##
## $DGS_11
## a1 b1 b2 b3 b4 b5 b6 c
## par 1.396 -1.657 -0.46 0.344 0.278 0.768 1.485 0
##
## $DGS_48
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.495 -1.72 0.028 0.638 1.743 1.934 2.908 0
##
## $DGS_13
## a1 b1 b2 b3 b4 b5 b6 c
## par 0.424 -2.567 -1.292 0.346 -1.159 0.544 2.362 0
##
## $GroupPars
## MEAN_1 COV_11
## par 0 1#itemplot(DGS_IRT_7, 1, type = "trace")
itemplot(DGS_IRT_7, 1, type = "info")
plot(DGS_IRT_7, type = "trace")
plot(DGS_IRT_7, type = "info")
plot(DGS_IRT_7) #expected score curve
#person fit
fscores(DGS_IRT_7) #factor score for each participants## F1
## [1,] 1.284193499
## [2,] 2.186418858
## [3,] 1.078909608
## [4,] 0.336559702
## [5,] 0.299819893
## [6,] -0.489095717
## [7,] 0.036368577
## [8,] 0.563352226
## [9,] 0.917532052
## [10,] -0.820495111
## [11,] -1.029790703
## [12,] 0.179292167
## [13,] 0.153094066
## [14,] 0.572264686
## [15,] 0.074081994
## [16,] 0.822096549
## [17,] -0.198957229
## [18,] -0.652715141
## [19,] -1.245119635
## [20,] -0.534943574
## [21,] 0.102342150
## [22,] 0.132233389
## [23,] -0.600808035
## [24,] 1.229561191
## [25,] 1.571506896
## [26,] -1.179197764
## [27,] -0.877050020
## [28,] 0.349191847
## [29,] -0.600808035
## [30,] -0.497360285
## [31,] 0.621684657
## [32,] 0.115354636
## [33,] -0.234322876
## [34,] 0.855039004
## [35,] -1.246306880
## [36,] -1.205998461
## [37,] -0.023449714
## [38,] 0.565846733
## [39,] -0.642709654
## [40,] -0.219600016
## [41,] -0.332727567
## [42,] 0.336686990
## [43,] -0.239685790
## [44,] -0.332727567
## [45,] -0.253638377
## [46,] -0.877050020
## [47,] 0.033815863
## [48,] -2.299271147
## [49,] 0.984977759
## [50,] -0.094927482
## [51,] -1.657369831
## [52,] -0.198957229
## [53,] 1.388849470
## [54,] 0.228535865
## [55,] -1.063328153
## [56,] 0.104846272
## [57,] -0.937358987
## [58,] -0.597421961
## [59,] -0.652715141
## [60,] -0.391021363
## [61,] 0.394737741
## [62,] -0.587678667
## [63,] 0.654715935
## [64,] 0.452089016
## [65,] -0.353917492
## [66,] -0.463297812
## [67,] -1.782654963
## [68,] 1.637004939
## [69,] 0.822096549
## [70,] 0.238034774
## [71,] 1.165260473
## [72,] 0.265451317
## [73,] -0.341328976
## [74,] -0.276937366
## [75,] 0.523968543
## [76,] 0.356200268
## [77,] -0.820495111
## [78,] 0.373290173
## [79,] 1.571506896
## [80,] -0.003288766
## [81,] -0.253638377
## [82,] 1.078909608
## [83,] -0.968325159
## [84,] 0.422094160
## [85,] 0.375846674
## [86,] -1.162242690
## [87,] -1.476939324
## [88,] -1.657369831
## [89,] 0.245727505
## [90,] -0.892077474
## [91,] -0.253638377
## [92,] 0.188859959
## [93,] 1.639964058
## [94,] 0.570557009
## [95,] 0.593329647
## [96,] -2.299271147
## [97,] -0.084557157
## [98,] -0.160693618
## [99,] 0.166457757
## [100,] -1.593665124
## [101,] -0.298340279
## [102,] -0.639254638
## [103,] -0.447871314
## [104,] -0.005874575
## [105,] 0.810649954
## [106,] -0.846089838
## [107,] 1.543577283
## [108,] -1.063328153
## [109,] -0.523595278
## [110,] 1.008096548
## [111,] -0.956777348
## [112,] -0.764386274
## [113,] -1.047156842
## [114,] -0.073389401
## [115,] 0.441822419
## [116,] -1.063328153
## [117,] -0.650341882
## [118,] -0.666262756
## [119,] -0.705941782
## [120,] 0.920390086
## [121,] 0.255980000
## [122,] -0.391021363
## [123,] -0.332727567
## [124,] -1.391094482
## [125,] -0.076181148
## [126,] -0.394082381
## [127,] -0.037025105
## [128,] 0.973522891
## [129,] 0.176827849
## [130,] 0.573055885
## [131,] -0.423889319
## [132,] -0.188123757
## [133,] 0.884789496
## [134,] -0.297414501
## [135,] 0.375846674
## [136,] -1.162242690
## [137,] -0.169366906
## [138,] -0.391021363
## [139,] 0.780315088
## [140,] -2.002353355
## [141,] -2.002353355
## [142,] 0.498710274
## [143,] -1.162242690
## [144,] -2.146347422
## [145,] 0.648794213
## [146,] -0.847293287
## [147,] 0.292803398
## [148,] -0.484874997
## [149,] -0.805941158
## [150,] 0.179292167
## [151,] -0.300340425
## [152,] -0.063105328
## [153,] -0.332727567
## [154,] -0.332727567
## [155,] 0.822096549
## [156,] 0.422094160
## [157,] -0.031799177
## [158,] -0.058265953
## [159,] -1.162242690
## [160,] 0.089950693
## [161,] -0.013351665
## [162,] 0.781164038
## [163,] -0.652715141
## [164,] -0.584314034
## [165,] 0.235463702
## [166,] -1.063328153
## [167,] 0.199967107
## [168,] -1.537830187
## [169,] 0.478834913
## [170,] 0.385290076
## [171,] 1.381836089
## [172,] 0.422094160
## [173,] 0.759561692
## [174,] 0.631542988
## [175,] 2.355719352
## [176,] 0.832008768
## [177,] -1.063328153
## [178,] -0.764386274
## [179,] 1.909336398
## [180,] 0.083877468
## [181,] 0.496249917
## [182,] -0.309740139
## [183,] 0.498710274
## [184,] -0.054797743
## [185,] 0.121766973
## [186,] -0.790309696
## [187,] 1.795148811
## [188,] -1.079609031
## [189,] 0.356200268
## [190,] 0.908404401
## [191,] 0.366406587
## [192,] -0.188123757
## [193,] -0.274807495
## [194,] 0.074081994
## [195,] 0.478834913
## [196,] -0.803774972
## [197,] -0.106190813
## [198,] -0.560615818
## [199,] 0.563352226
## [200,] 2.355719352
## [201,] 0.007420271
## [202,] -2.146347422
## [203,] 0.780315088
## [204,] -0.074228801
## [205,] 0.246500034
## [206,] -1.162242690
## [207,] -0.847293287
## [208,] 0.691082293
## [209,] -0.046246185
## [210,] 0.170489344
## [211,] -0.985031126
## [212,] 1.252673892
## [213,] -0.820495111
## [214,] -0.523595278
## [215,] -0.968325159
## [216,] -0.509922436
## [217,] 0.769916217
## [218,] -1.782654963
## [219,] 0.004978885
## [220,] 1.069954564
## [221,] 0.114564150
## [222,] 0.452089016
## [223,] -1.260749659
## [224,] 1.229561191
## [225,] 0.573055885
## [226,] -0.279835125
## [227,] 0.066789647
## [228,] 0.375846674
## [229,] -0.414936642
## [230,] 1.066862607
## [231,] -0.734964858
## [232,] -1.063328153
## [233,] -0.681012785
## [234,] -0.547739514
## [235,] 0.584369678
## [236,] 0.270689103
## [237,] -0.832562435
## [238,] 0.104846272
## [239,] 0.999478274
## [240,] 0.441822419
## [241,] -0.084557157
## [242,] -1.282942516
## [243,] -0.174575999
## [244,] 1.438918922
## [245,] -0.571288904
## [246,] -0.391021363
## [247,] 0.265451317
## [248,] 0.701168041
## [249,] -0.087221320
## [250,] 0.642237454
## [251,] 0.576348156
## [252,] -1.144036438
## [253,] -1.391094482
## [254,] -1.979038616
## [255,] 0.563352226
## [256,] 0.973522891
## [257,] -0.321202248
## [258,] -0.411844322
## [259,] 0.582782912
## [260,] 1.337988171
## [261,] 0.056144259
## [262,] 0.035560720
## [263,] 0.505818289
## [264,] 0.199189822
## [265,] -0.074228801
## [266,] -1.700342370
## [267,] 1.239373106
## [268,] 0.631542988
## [269,] -0.054797743
## [270,] -0.734011025
## [271,] -0.749049775
## [272,] 0.385290076
## [273,] -0.820495111
## [274,] 0.156850457
## [275,] -1.063328153
## [276,] -0.411844322
## [277,] 0.573847240
## [278,] 0.448871896
## [279,] 0.505818289
## [280,] 0.727228142
## [281,] 0.140063026
## [282,] 0.687674009
## [283,] -1.736875455
## [284,] -0.952790260
## [285,] -0.450021865
## [286,] 1.776766595
## [287,] 0.366406587
## [288,] 0.296620062
## [289,] -0.044585248
## [290,] -0.948810032
## [291,] -1.063328153
## [292,] 1.229561191
## [293,] 0.984977759
## [294,] 0.729854423
## [295,] 0.611055362
## [296,] -0.106190813
## [297,] 1.152615114
## [298,] 0.004843744
## [299,] -0.253638377
## [300,] 0.984977759
## [301,] -1.593665124
## [302,] 0.629003734
## [303,] 0.553670931
## [304,] -1.162242690
## [305,] 1.104246365
## [306,] 1.253761796
## [307,] -0.103506473
## [308,] -0.497360285
## [309,] 1.781477016
## [310,] -0.031799177
## [311,] 0.669523664
## [312,] 2.355719352
## [313,] -0.157803730
## [314,] -0.892077474
## [315,] 0.206922176
## [316,] -0.379167507
## [317,] 0.621684657
## [318,] -1.085149028
## [319,] -0.734964858
## [320,] 0.246500034
## [321,] 0.036368577
## [322,] 1.028475776
## [323,] 0.788919510
## [324,] -1.314026646
## [325,] 0.128957693
## [326,] -1.404863807
## [327,] -0.746566308
## [328,] -0.639254638
## [329,] -0.015946425
## [330,] 0.471110574
## [331,] -0.022625915
## [332,] 0.545708152
## [333,] 0.180072035
## [334,] -0.332727567
## [335,] 0.780315088
## [336,] 1.688224663
## [337,] 0.727921555
## [338,] 0.189638545
## [339,] 0.065989035
## [340,] 0.553670931
## [341,] -1.782654963
## [342,] 0.004978885
## [343,] 0.243286657
## [344,] 1.889676427
## [345,] 1.914431705
## [346,] -0.638162125
## [347,] 0.543225134
## [348,] -0.297414501
## [349,] 0.487598164
## [350,] -0.253638377
## [351,] 0.573055885
## [352,] -0.639254638
## [353,] 0.310032415
## [354,] 0.341542549
## [355,] 0.121766973
## [356,] -0.135850398
## [357,] 0.478187046
## [358,] -1.162242690
## [359,] -0.968325159
## [360,] -1.282942516
## [361,] -0.103506473
## [362,] -1.051307189
## [363,] 1.110207126
## [364,] -0.551044784
## [365,] 0.759561692
## [366,] -0.878068087
## [367,] 0.432339423
## [368,] 0.290372079
## [369,] -1.866169599
## [370,] -1.265275467
## [371,] -0.893102342
## [372,] 0.844294070
## [373,] -1.443846128
## [374,] 0.781164038
## [375,] 0.206274323
## [376,] 1.240452549
## [377,] -0.391021363
## [378,] 0.292803398
## [379,] 0.189638545
## [380,] 0.863054148
## [381,] -0.245385467
## [382,] 2.355719352
## [383,] 0.719661741
## [384,] -0.789331143
## [385,] 0.781164038
## [386,] -0.345107002
## [387,] 0.065989035
## [388,] -0.332727567
## [389,] -0.265561084
## [390,] -1.979038616
## [391,] -0.157803730
## [392,] -0.095773997
## [393,] 0.263015187
## [394,] -0.297414501
## [395,] -0.003288766
## [396,] -0.309740139
## [397,] -0.411844322
## [398,] 0.028184624
## [399,] 1.242785402
## [400,] -0.557295108
## [401,] -0.851099265
## [402,] -1.029790703
## [403,] 0.422221897
## [404,] -0.274807495
## [405,] -0.968325159
## [406,] -2.146347422
## [407,] -0.222421963
## [408,] 0.632347208
## [409,] -0.094927482
## [410,] 0.908404401
## [411,] 0.236237125
## [412,] -0.094927482
## [413,] 0.356200268
## [414,] 0.149703143
## [415,] 0.631542988
## [416,] 1.066862607
## [417,] -1.866169599
## [418,] 0.664676733
## [419,] 0.014980173
## [420,] 0.206922176
## [421,] -1.537830187
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## [838,] 0.681032331
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## [840,] 0.641430788
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## [847,] 0.822096549
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## [855,] 0.189638545
## [856,] 0.751899340
## [857,] -0.402944097
## [858,] -0.924718556
## [859,] -0.677494147
## [860,] 0.004162848
## [861,] 0.091799429
## [862,] -1.179197764
## [863,] 0.611055362
## [864,] -0.013351665
## [865,] 0.691082293
## [866,] 0.984977759
## [867,] -0.074228801
## [868,] 1.438918922
## [869,] 1.256112962
## [870,] -0.586612981
## [871,] -0.342274403
## [872,] 0.563352226
## [873,] 2.031724773
## [874,] -0.074228801
## [875,] -0.321202248
## [876,] 2.053088144
## [877,] -0.705000832
## [878,] -0.177341876
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## [880,] -0.803774972
## [881,] 1.758583609
## [882,] 0.670337700
## [883,] 0.824828452
## [884,] -0.774982281
## [885,] -0.116651641
## [886,] -0.484874997
## [887,] 2.355719352
## [888,] 0.439381597
## [889,] -0.233424323
## [890,] -0.774982281
## [891,] -1.537830187
## [892,] 0.192097439
## [893,] -0.724563440
## [894,] 0.509063166
## [895,] 0.563352226
## [896,] -0.523595278
## [897,] -0.586612981
## [898,] 1.008096548
## [899,] -0.573573353
## [900,] -0.264800428
## [901,] 0.748412412
## [902,] -1.438995659
## [903,] -0.524457536
## [904,] -0.052166439
## [905,] -0.424873488
## [906,] 0.309263423
## [907,] 1.559546272
## [908,] 1.335520248
## [909,] 0.504005425
## [910,] -0.538228250
## [911,] 0.641430788
## [912,] 0.236237125
## [913,] 1.526479053
## [914,] -1.145402945
## [915,] 0.412628818
## [916,] -0.169366906
## [917,] -2.299271147
## [918,] -0.851099265
## [919,] 0.897383944
## [920,] 0.789630408
## [921,] 1.424064739
## [922,] -0.264800428
## [923,] 1.182334376
## [924,] -1.063328153
## [925,] 0.025625369
## [926,] 0.691082293
## [927,] -2.299271147
## [928,] -0.308809333
## [929,] 1.362644911
## [930,] -0.298340279
## [931,] -0.103506473
## [932,] 1.242785402
## [933,] 0.119931951
## [934,] 1.242785402
## [935,] 2.355719352
## [936,] 1.152615114
## [937,] -0.892077474
## [938,] 0.056947141
## [939,] -0.551044784
## [940,] -0.614021268
## [941,] -0.253638377
## [942,] -1.108246404
## [943,] -0.433869911
## [944,] 0.199967107
## [945,] 2.355719352
## [946,] 0.781164038
## [947,] -1.827774235
## [948,] -0.158672589
## [949,] -0.475651298
## [950,] 0.621684657
## [951,] 2.355719352
## [952,] 0.441822419
## [953,] 1.889676427
## [954,] 0.255980000
## [955,] 0.611854762
## [956,] 0.621684657
## [957,] 0.093515647
## [958,] 0.402400411
## [959,] -0.084557157
## [960,] 0.573055885mirt::itemfit(DGS_IRT_7)## item S_X2 df.S_X2 RMSEA.S_X2 p.S_X2
## 1 DGS_2 64.776 45 0.021 0.028
## 2 DGS_11 53.870 46 0.013 0.199
## 3 DGS_48 89.614 53 0.027 0.001
## 4 DGS_13 53.825 57 0.000 0.595mirt::personfit(DGS_IRT_7)## outfit z.outfit infit z.infit Zh
## 1 1.06804259 0.336912152 1.02257092 0.278664743 -0.333046193
## 2 0.54995883 -0.336180246 0.56324539 -0.296630156 1.033642325
## 3 0.07428214 -2.188055059 0.05860843 -2.300872689 1.366160839
## 4 0.86771174 -0.028047588 0.73510677 -0.265412465 0.455957897
## 5 0.19236402 -1.899875705 0.19444483 -1.834209602 0.681947487
## 6 1.10421933 0.380066605 1.08479871 0.348299409 -0.410165561
## 7 0.31370100 -1.328497332 0.41276812 -1.007981753 1.182212746
## 8 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 9 0.56456462 -0.523979363 0.67386084 -0.295652602 0.891974675
## 10 0.35386331 -0.934426419 0.51944530 -0.583225443 1.132591761
## 11 0.67357970 -0.250236355 0.36930756 -0.889757227 0.417883474
## 12 0.14085614 -2.162750930 0.15487341 -2.034809996 0.482979434
## 13 3.85324610 2.992781526 3.32025767 2.583510260 -5.771405378
## 14 2.19259068 1.640389553 2.48121049 1.864039665 -1.714561983
## 15 0.54844618 -0.671320383 0.55331824 -0.649160889 0.781320615
## 16 0.28012534 -1.317872563 0.29696568 -1.230940935 1.338737913
## 17 0.92596912 0.110125730 1.37581480 0.732933849 0.404517123
## 18 0.14442997 -1.691670504 0.11540159 -1.974643332 1.021035232
## 19 1.93494240 1.242840956 2.57853559 1.685822096 -1.036366941
## 20 1.47547964 0.814100693 1.68554147 1.059828213 -0.449047342
## 21 0.20534186 -1.790668662 0.21575377 -1.716255699 1.075873165
## 22 0.33094384 -1.305108421 0.27213247 -1.490193845 0.743793860
## 23 0.48632428 -0.630963821 0.49623764 -0.671730008 0.865732972
## 24 0.38205548 -0.873763606 0.44613132 -0.709982711 1.104703073
## 25 1.04023228 0.307742266 0.91574792 0.148271757 -0.275598341
## 26 0.34532044 -0.959105589 0.32273225 -0.967812406 1.192009292
## 27 0.39883104 -0.816939282 0.57352518 -0.460822438 1.063870421
## 28 0.66695198 -0.425284831 0.81962472 -0.103519522 0.200595589
## 29 0.48632428 -0.630963821 0.49623764 -0.671730008 0.865732972
## 30 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 31 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 32 1.34730872 0.714790866 1.47513848 0.873835896 -0.505039260
## 33 0.66873948 -0.330076656 0.88424507 0.035693314 0.287687997
## 34 0.13856540 -1.906376634 0.09966658 -2.103151066 1.243390692
## 35 1.13002959 0.415435809 0.90342325 0.132795332 0.136609446
## 36 3.37832036 2.271268145 3.16898090 2.074528630 -3.121808113
## 37 0.09655216 -2.342202622 0.10360437 -2.293904120 1.308364464
## 38 0.50555172 -0.766085226 0.56928553 -0.585261868 0.622954165
## 39 0.78865956 -0.065196847 0.98762788 0.214320553 0.524760068
## 40 0.57533182 -0.523760692 0.47891552 -0.777065309 0.035337859
## 41 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 42 1.52930905 0.956804067 1.52478517 0.937491573 -1.015722081
## 43 1.96792068 1.345514953 1.94251520 1.349080583 -0.845213019
## 44 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 45 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 46 0.39883104 -0.816939282 0.57352518 -0.460822438 1.063870421
## 47 0.66218114 -0.406572451 0.67336418 -0.378729852 0.239246925
## 48 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 49 0.61217458 -0.410943412 0.77510798 -0.107889373 1.004356638
## 50 0.23449992 -1.554851172 0.24341048 -1.539986660 1.258618432
## 51 0.56048039 -0.458920245 0.49220580 -0.441565250 1.070853724
## 52 0.92596912 0.110125730 1.37581480 0.732933849 0.404517123
## 53 2.77952532 1.871303086 2.88253371 1.928532896 -1.611451936
## 54 1.98387423 1.473280178 1.85739181 1.318346469 -1.714030653
## 55 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 56 0.43580164 -0.972559010 0.51919497 -0.735974066 1.008642990
## 57 0.89171949 0.096747837 1.02093923 0.272175151 0.296771040
## 58 1.20184869 0.503032482 1.48767060 0.844377622 -0.075891792
## 59 0.14442997 -1.691670504 0.11540159 -1.974643332 1.021035232
## 60 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 61 0.78220602 -0.186460803 0.89000729 0.024271506 -0.020522735
## 62 0.32769842 -1.030551444 0.21101953 -1.526115469 0.447382615
## 63 1.66558854 1.081437312 1.70132321 1.104533840 -0.576282691
## 64 0.88939174 0.015798838 0.79882857 -0.135109032 0.610508984
## 65 1.02135696 0.263630181 1.15303692 0.440988297 0.068447485
## 66 0.39210569 -0.882407811 0.64819783 -0.367564349 0.860585457
## 67 0.82004951 -0.006379653 1.07797681 0.382704347 0.822111739
## 68 1.57309392 0.889524723 2.09026206 1.323948733 -0.249314177
## 69 0.28012534 -1.317872563 0.29696568 -1.230940935 1.338737913
## 70 3.05963415 2.442331169 3.10795952 2.435276560 -3.054290318
## 71 0.14096846 -1.733303276 0.18491877 -1.518299139 1.080928950
## 72 0.75821442 -0.236468571 0.74591875 -0.245826150 -0.050744985
## 73 1.06960053 0.330111328 1.60533744 0.990194487 -0.048621406
## 74 0.71723639 -0.230149506 0.56083174 -0.574475307 0.063965931
## 75 1.67354622 1.112891578 1.83982899 1.274066967 -1.043887059
## 76 0.13526979 -2.212627395 0.12289601 -2.223634012 1.272885926
## 77 0.35386331 -0.934426419 0.51944530 -0.583225443 1.132591761
## 78 2.44946585 1.925989854 2.09854085 1.559865038 -2.618191351
## 79 1.04023228 0.307742266 0.91574792 0.148271757 -0.275598341
## 80 0.84607468 -0.046450193 0.92557339 0.090373975 0.026842349
## 81 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 82 0.07428214 -2.188055059 0.05860843 -2.300872689 1.366160839
## 83 0.14882124 -1.648229444 0.14888093 -1.671533500 0.971444016
## 84 0.16779611 -2.007096849 0.15360150 -2.019817884 1.169134437
## 85 0.09093175 -2.524039557 0.07681553 -2.566546511 1.307869254
## 86 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 87 2.01925198 1.315120798 2.87447008 1.806213711 -1.210426647
## 88 0.56048039 -0.458920245 0.49220580 -0.441565250 1.070853724
## 89 0.49131933 -0.845196939 0.51972678 -0.745244531 -0.159377444
## 90 1.15978339 0.452222672 1.74580983 1.086220358 0.263905565
## 91 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 92 0.73927877 -0.270397778 0.84242246 -0.062668890 -0.140347902
## 93 0.46733162 -0.608740406 0.54802422 -0.429214850 0.935571712
## 94 0.98387693 0.183018519 1.10582514 0.373443673 0.302771057
## 95 0.50144430 -0.768219970 0.44358463 -0.885660945 0.137313264
## 96 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 97 0.06919952 -2.516458220 0.05705531 -2.663271109 0.842752498
## 98 3.13845979 2.322505684 2.35021356 1.738721943 -3.821655354
## 99 1.64245976 1.088549574 1.75120549 1.199996688 -0.714668099
## 100 1.35510303 0.678070154 1.67140465 0.941900039 -0.469561955
## 101 1.25510647 0.572115796 1.52155180 0.899965299 -0.240017099
## 102 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 103 2.43431470 1.686849667 2.64553862 1.920705576 -1.336235563
## 104 0.63725020 -0.450486119 0.88576918 0.023350093 0.154291336
## 105 0.95343166 0.152867062 0.73991702 -0.192448371 -0.186224900
## 106 0.91485701 0.129773794 0.84481854 0.011669073 0.097940900
## 107 0.66027042 -0.251221418 0.58735704 -0.370344718 0.670313168
## 108 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 109 0.81428155 -0.032452131 1.06097109 0.315612717 0.546264839
## 110 0.33101883 -1.075109761 0.34786126 -1.011730076 0.622407331
## 111 0.88540917 0.087555645 0.90384638 0.109205493 0.454001340
## 112 0.34938889 -0.949190586 0.24850542 -1.333809756 0.975383781
## 113 0.35340352 -0.934856207 0.49077623 -0.598460090 0.919214076
## 114 0.94007734 0.120203517 0.76428034 -0.188304631 0.392848588
## 115 0.11818187 -2.299226373 0.11220920 -2.267270977 1.208467917
## 116 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 117 2.59477504 1.770376111 2.49725374 1.767235459 -1.468285410
## 118 0.67176434 -0.259874657 0.78405925 -0.101416903 0.771072972
## 119 1.31694865 0.636485982 0.80543316 -0.062646716 -0.718677679
## 120 0.20220527 -1.563547359 0.18057460 -1.630375836 1.330703132
## 121 0.38022774 -1.166732354 0.34170783 -1.254427708 1.152584420
## 122 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 123 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 124 0.74535550 -0.130745490 1.19286041 0.494216891 0.787280041
## 125 1.47935990 0.863156139 1.35172684 0.708523776 -0.459406401
## 126 1.19138361 0.490732679 1.34645318 0.688977425 -0.259904655
## 127 0.86269469 -0.013089364 0.84235050 -0.049913905 0.472669663
## 128 1.52346713 0.878970630 1.97606421 1.316349704 -0.586565007
## 129 0.64331119 -0.471254503 0.71754843 -0.300381144 0.557844171
## 130 0.15096376 -2.027824323 0.17720540 -1.828711531 0.837348041
## 131 1.13708485 0.421643088 1.76542943 1.151222368 0.050666359
## 132 0.36916361 -1.046523748 0.54412847 -0.626843664 1.209439837
## 133 2.70512312 1.952531829 3.17870318 2.263450912 -1.906861265
## 134 0.36986567 -0.997494753 0.25498071 -1.432632906 0.325372246
## 135 0.09093175 -2.524039557 0.07681553 -2.566546511 1.307869254
## 136 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 137 0.32967320 -1.175001415 0.36430609 -1.101478870 0.726383186
## 138 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 139 0.90611139 0.075539036 1.05727061 0.308783740 0.073473245
## 140 0.68106092 -0.216025962 0.50415679 -0.335029000 0.670780184
## 141 0.68106092 -0.216025962 0.50415679 -0.335029000 0.670780184
## 142 0.25623414 -1.569528083 0.28651432 -1.402664832 1.172518610
## 143 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 144 0.56497844 -0.403719685 0.40010738 -0.481630875 0.999626382
## 145 1.31759415 0.664801293 1.53894348 0.925830125 -0.180645434
## 146 0.70355577 -0.198646530 0.64722132 -0.323312472 0.448635056
## 147 0.28240105 -1.508133627 0.33804249 -1.265774365 0.965861652
## 148 0.27895507 -1.204195120 0.33258654 -1.124913347 1.086552451
## 149 0.80578433 -0.033072821 1.35254086 0.682910425 0.232721105
## 150 0.14085614 -2.162750930 0.15487341 -2.034809996 0.482979434
## 151 0.75722654 -0.154685557 0.77002383 -0.155603274 0.287921628
## 152 0.76970493 -0.175409047 0.58006180 -0.566335502 -0.026694432
## 153 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 154 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 155 0.28012534 -1.317872563 0.29696568 -1.230940935 1.338737913
## 156 0.16779611 -2.007096849 0.15360150 -2.019817884 1.169134437
## 157 1.53660000 0.937180723 1.52684356 0.926772802 -0.319993525
## 158 2.13855617 1.561231017 1.81606000 1.246670087 -1.452931114
## 159 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 160 4.77045969 3.524229140 4.32368717 3.228644154 -7.563717192
## 161 0.22506604 -1.642471303 0.22030358 -1.662753304 0.630246813
## 162 0.21452214 -1.590064994 0.18334836 -1.686448849 1.208763336
## 163 0.14442997 -1.691670504 0.11540159 -1.974643332 1.021035232
## 164 1.56636744 0.905935339 1.55106805 0.914519251 -0.592941615
## 165 1.78372048 1.256791753 1.82597147 1.284662018 -1.055298459
## 166 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 167 1.65938188 1.111408612 1.48890673 0.894016942 -0.590975117
## 168 0.54467734 -0.493739652 0.39604763 -0.669449416 0.926274946
## 169 0.30978075 -1.374540416 0.32407120 -1.278137041 1.129170037
## 170 0.19516952 -1.876282482 0.20165512 -1.785986720 0.601846481
## 171 1.59485059 0.922915994 1.85299110 1.157224711 -1.005510335
## 172 0.16779611 -2.007096849 0.15360150 -2.019817884 1.169134437
## 173 0.19692212 -1.679351734 0.19241902 -1.656908851 1.285623270
## 174 0.02602518 -3.103114994 0.02995804 -2.951673911 1.468566954
## 175 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 176 2.98740789 2.183068379 3.20053390 2.300314028 -2.683381994
## 177 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 178 0.34938889 -0.949190586 0.24850542 -1.333809756 0.975383781
## 179 0.30862406 -0.930834698 0.13677424 -1.477504449 1.098728086
## 180 1.07775704 0.328781958 1.25076416 0.579943086 0.039037297
## 181 0.30894750 -1.371562078 0.33334576 -1.241852866 1.319945345
## 182 0.38127308 -0.960947879 0.44801850 -0.837818676 0.892574733
## 183 0.25623414 -1.569528083 0.28651432 -1.402664832 1.172518610
## 184 0.56553876 -0.595358047 0.66401471 -0.387000728 0.883192609
## 185 0.36535162 -1.188563748 0.45625739 -0.901313591 0.512601782
## 186 1.58831191 0.921425675 1.19925448 0.500404061 -0.931241937
## 187 0.49346131 -0.529083600 0.32443447 -0.888281684 0.662695231
## 188 0.44333351 -0.711290396 0.47209155 -0.631310092 0.692809086
## 189 0.13526979 -2.212627395 0.12289601 -2.223634012 1.272885926
## 190 0.27421012 -1.296615944 0.30334242 -1.177339135 0.909472859
## 191 0.46938570 -0.902926409 0.51453124 -0.752433095 1.085359992
## 192 0.36916361 -1.046523748 0.54412847 -0.626843664 1.209439837
## 193 1.58640594 0.956316347 1.74873988 1.149311027 -0.954063259
## 194 0.54844618 -0.671320383 0.55331824 -0.649160889 0.781320615
## 195 0.30978075 -1.374540416 0.32407120 -1.278137041 1.129170037
## 196 1.76331026 1.088382258 2.81374603 1.968218112 -0.772695992
## 197 0.17219342 -1.825830110 0.13534202 -2.053470609 0.622367455
## 198 0.14529503 -1.709933012 0.10944879 -2.043323068 0.826493103
## 199 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 200 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 201 2.25826597 1.694906723 2.18724931 1.625649945 -1.928466053
## 202 0.56497844 -0.403719685 0.40010738 -0.481630875 0.999626382
## 203 0.90611139 0.075539036 1.05727061 0.308783740 0.073473245
## 204 0.40285832 -1.000529571 0.47313949 -0.821121649 0.707118500
## 205 0.48435047 -0.863856445 0.50056912 -0.793803765 1.207630755
## 206 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 207 0.70355577 -0.198646530 0.64722132 -0.323312472 0.448635056
## 208 0.12879770 -2.077591822 0.15572384 -1.871559931 1.478548280
## 209 6.28850856 4.178550872 6.15069631 4.129930428 -8.616700035
## 210 1.53916155 0.964460420 1.71501868 1.159774783 -0.596695965
## 211 2.46154158 1.660687763 2.25300321 1.509956910 -1.870058247
## 212 0.67994250 -0.244337550 0.63140586 -0.326768209 0.124134683
## 213 0.35386331 -0.934426419 0.51944530 -0.583225443 1.132591761
## 214 0.81428155 -0.032452131 1.06097109 0.315612717 0.546264839
## 215 0.14882124 -1.648229444 0.14888093 -1.671533500 0.971444016
## 216 1.53329069 0.876306149 2.26090341 1.598822854 -0.490662065
## 217 0.30253894 -1.267558672 0.31718088 -1.186806165 0.639467471
## 218 0.82004951 -0.006379653 1.07797681 0.382704347 0.822111739
## 219 0.71549485 -0.291972445 0.69664256 -0.327954199 0.707525296
## 220 0.64971813 -0.323187113 0.73350118 -0.168290687 0.476945652
## 221 0.62922770 -0.493326982 0.63689517 -0.464471395 0.467137004
## 222 0.88939174 0.015798838 0.79882857 -0.135109032 0.610508984
## 223 1.35900145 0.682759170 1.26457368 0.572744015 -0.340802491
## 224 0.38205548 -0.873763606 0.44613132 -0.709982711 1.104703073
## 225 0.15096376 -2.027824323 0.17720540 -1.828711531 0.837348041
## 226 1.79637297 1.171262176 1.40131162 0.760152930 -1.309335462
## 227 0.86938099 -0.013200553 0.74594215 -0.236695464 0.236145352
## 228 0.09093175 -2.524039557 0.07681553 -2.566546511 1.307869254
## 229 0.58450344 -0.455745557 0.65923947 -0.351301781 0.843286513
## 230 0.24282316 -1.340425822 0.29063057 -1.165907115 1.378349866
## 231 0.15973032 -1.606540570 0.15106120 -1.750598764 1.328933866
## 232 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 233 0.33065094 -1.008337317 0.21785206 -1.472642132 0.655604564
## 234 0.53802129 -0.527538268 0.54566566 -0.568892127 0.671848302
## 235 2.73562470 2.111107841 2.64960017 1.999308121 -2.847836554
## 236 1.08598495 0.339781003 0.96988740 0.156814573 0.306440229
## 237 1.75116149 1.076723978 1.86726472 1.206799655 -0.693711746
## 238 0.43580164 -0.972559010 0.51919497 -0.735974066 1.008642990
## 239 0.32563124 -1.094239277 0.35636282 -0.990248473 0.971202500
## 240 0.11818187 -2.299226373 0.11220920 -2.267270977 1.208467917
## 241 0.06919952 -2.516458220 0.05705531 -2.663271109 0.842752498
## 242 0.43888418 -0.724352855 0.54691026 -0.430454134 1.185357112
## 243 2.17710088 1.556784065 2.28262224 1.676431529 -1.062317279
## 244 0.81548709 -0.008803059 1.38138589 0.701397752 0.351791401
## 245 2.47787452 1.695378637 2.33118874 1.647909705 -1.744774474
## 246 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 247 0.75821442 -0.236468571 0.74591875 -0.245826150 -0.050744985
## 248 0.22843809 -1.579260627 0.27965661 -1.341908525 0.971073179
## 249 0.84385169 -0.038913402 0.89899303 0.050813130 -0.138468533
## 250 0.52056881 -0.705838639 0.47113552 -0.799142213 0.817953225
## 251 1.29228208 0.635736877 1.28481763 0.620525328 -0.153982457
## 252 0.99254199 0.237390662 0.65576803 -0.261087934 0.165330593
## 253 0.74535550 -0.130745490 1.19286041 0.494216891 0.787280041
## 254 0.48213829 -0.594358563 0.29092868 -0.767146707 0.793320048
## 255 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 256 1.52346713 0.878970630 1.97606421 1.316349704 -0.586565007
## 257 0.02364591 -2.850010976 0.01971883 -3.065290054 1.034394642
## 258 0.58637364 -0.452607833 0.83723457 -0.030730885 0.812332857
## 259 0.73951304 -0.247190711 0.88335614 0.026638950 0.239005708
## 260 0.36840487 -0.888511466 0.59365933 -0.386045758 0.998784222
## 261 0.64284371 -0.452388850 0.64642000 -0.437854016 -0.041997203
## 262 0.75164280 -0.226637314 0.72097223 -0.282696588 -0.280714868
## 263 0.15633049 -2.035267243 0.17438898 -1.875693672 0.897759431
## 264 0.41877512 -1.042584834 0.37869729 -1.133840037 0.586519451
## 265 0.40285832 -1.000529571 0.47313949 -0.821121649 0.707118500
## 266 0.79743483 -0.043625229 0.60139334 -0.243522779 0.527842318
## 267 0.53771159 -0.515223328 0.52951365 -0.526335513 0.722415734
## 268 0.02602518 -3.103114994 0.02995804 -2.951673911 1.468566954
## 269 0.56553876 -0.595358047 0.66401471 -0.387000728 0.883192609
## 270 2.30593601 1.548037030 2.82858415 1.995595732 -2.315269721
## 271 0.49807181 -0.592430321 0.46913372 -0.709426849 0.588483480
## 272 0.19516952 -1.876282482 0.20165512 -1.785986720 0.601846481
## 273 0.35386331 -0.934426419 0.51944530 -0.583225443 1.132591761
## 274 1.39169352 0.775970026 1.34747928 0.712084881 -0.229576247
## 275 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 276 0.58637364 -0.452607833 0.83723457 -0.030730885 0.812332857
## 277 0.78218446 -0.167036867 0.76702191 -0.179817740 0.589180695
## 278 0.47290666 -0.880709293 0.55863207 -0.633667663 0.853962815
## 279 0.15633049 -2.035267243 0.17438898 -1.875693672 0.897759431
## 280 1.84545802 1.257045313 2.09883803 1.480942794 -0.672507479
## 281 0.82888739 -0.093302631 0.83456987 -0.075149794 0.796026987
## 282 1.44929529 0.826271780 1.40879378 0.769206263 -0.994719493
## 283 1.59115939 0.921295475 2.08188230 1.235509933 -0.448234047
## 284 0.21015049 -1.387548294 0.17501065 -1.558043027 1.023898357
## 285 0.56941802 -0.479403483 0.46415433 -0.772311008 0.600634145
## 286 0.44579690 -0.632120468 0.31598188 -0.915692138 1.075704005
## 287 0.46938570 -0.902926409 0.51453124 -0.752433095 1.085359992
## 288 3.05966677 2.446476295 3.31477308 2.588070702 -3.320843741
## 289 0.19970055 -1.735643361 0.18170712 -1.829274837 1.075074308
## 290 2.17288566 1.438723317 1.89725164 1.218446821 -1.841633673
## 291 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 292 0.38205548 -0.873763606 0.44613132 -0.709982711 1.104703073
## 293 0.61217458 -0.410943412 0.77510798 -0.107889373 1.004356638
## 294 0.73083926 -0.236416885 0.79110462 -0.113993571 0.442886344
## 295 0.41705328 -0.986953232 0.34866427 -1.151824303 0.816073543
## 296 0.17219342 -1.825830110 0.13534202 -2.053470609 0.622367455
## 297 0.08195270 -2.093608689 0.08158463 -2.080606580 1.539235047
## 298 1.21297591 0.526417852 0.97955894 0.178179822 -0.502326011
## 299 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 300 0.61217458 -0.410943412 0.77510798 -0.107889373 1.004356638
## 301 1.35510303 0.678070154 1.67140465 0.941900039 -0.469561955
## 302 0.62934734 -0.462296888 0.69110226 -0.315594217 0.382527075
## 303 0.43417508 -0.958990935 0.50241095 -0.746351210 1.295468826
## 304 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 305 0.65153044 -0.314412922 0.41709978 -0.804443547 0.254097503
## 306 1.02849789 0.284327774 1.19789143 0.498149620 0.208516436
## 307 0.80142314 -0.110835331 0.80529634 -0.110297770 0.450367382
## 308 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 309 0.77143704 -0.050364528 0.82661585 0.041082536 0.491998915
## 310 1.53660000 0.937180723 1.52684356 0.926772802 -0.319993525
## 311 1.35314597 0.708982808 1.53161735 0.914950552 -0.265515809
## 312 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 313 0.19398113 -1.688100501 0.17106863 -1.839580752 0.824897127
## 314 1.15978339 0.452222672 1.74580983 1.086220358 0.263905565
## 315 0.63656794 -0.489325907 0.62274979 -0.501803601 0.912789589
## 316 0.68058520 -0.277988654 0.94626076 0.142397589 0.513661378
## 317 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 318 3.18493399 2.150768360 2.57928967 1.729717852 -2.898492509
## 319 0.15973032 -1.606540570 0.15106120 -1.750598764 1.328933866
## 320 0.48435047 -0.863856445 0.50056912 -0.793803765 1.207630755
## 321 0.31370100 -1.328497332 0.41276812 -1.007981753 1.182212746
## 322 3.13407411 2.197345049 3.51257518 2.419794835 -2.230110316
## 323 1.19881933 0.502661687 1.35406931 0.696130130 0.050577202
## 324 1.11656496 0.398586039 1.39982869 0.712849433 0.180091004
## 325 1.53491641 0.955579230 1.99201969 1.452500977 -0.987920378
## 326 0.32591716 -1.015224851 0.16246105 -1.407480030 0.990484647
## 327 1.50994475 0.843172476 1.43158426 0.774572101 -0.497613428
## 328 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 329 0.39949330 -1.034648533 0.47270976 -0.833993687 0.625160301
## 330 1.12648378 0.402537928 1.05373275 0.293848438 -0.624913403
## 331 2.00146840 1.440171486 2.15791274 1.592532258 -1.346917662
## 332 0.56644447 -0.623548353 0.60115937 -0.518582591 0.572476607
## 333 0.68016957 -0.391823323 0.70099149 -0.334128204 1.077148192
## 334 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 335 0.90611139 0.075539036 1.05727061 0.308783740 0.073473245
## 336 1.01832499 0.283390354 0.90626052 0.142905050 -0.333671472
## 337 1.35983162 0.712704362 1.29183546 0.622671957 -0.448192027
## 338 0.30698884 -1.404254621 0.25627580 -1.560798544 1.290982856
## 339 1.53897151 0.953457271 1.63137620 1.057117688 -0.737473362
## 340 0.43417508 -0.958990935 0.50241095 -0.746351210 1.295468826
## 341 0.82004951 -0.006379653 1.07797681 0.382704347 0.822111739
## 342 0.71549485 -0.291972445 0.69664256 -0.327954199 0.707525296
## 343 0.44978252 -0.958612862 0.52655960 -0.728183359 0.682337094
## 344 0.69180519 -0.160792348 0.65186018 -0.207684468 0.881249298
## 345 1.14666791 0.442973591 1.55072236 0.845823064 0.065370445
## 346 1.76141606 1.092551938 1.40353499 0.747635843 -1.266043855
## 347 0.42356387 -0.992329400 0.36969767 -1.111630601 0.864279100
## 348 0.36986567 -0.997494753 0.25498071 -1.432632906 0.325372246
## 349 2.90567787 2.286946663 3.00952563 2.316884757 -2.624492981
## 350 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 351 0.15096376 -2.027824323 0.17720540 -1.828711531 0.837348041
## 352 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 353 0.31175344 -1.398736750 0.30156721 -1.390824595 1.147693332
## 354 1.64945350 1.102713193 1.48386355 0.887029553 -1.146999431
## 355 0.36535162 -1.188563748 0.45625739 -0.901313591 0.512601782
## 356 1.12079146 0.395938547 1.09680822 0.360686175 -0.420463179
## 357 1.37986601 0.758141024 1.50875413 0.908917771 -0.617715871
## 358 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 359 0.14882124 -1.648229444 0.14888093 -1.671533500 0.971444016
## 360 0.43888418 -0.724352855 0.54691026 -0.430454134 1.185357112
## 361 0.80142314 -0.110835331 0.80529634 -0.110297770 0.450367382
## 362 1.26897872 0.581322480 1.61795831 0.946951967 -0.078558878
## 363 3.66610055 2.495565342 4.21753324 2.786704605 -3.482300520
## 364 0.41706534 -0.799954909 0.65220836 -0.350055519 1.007790210
## 365 0.19692212 -1.679351734 0.19241902 -1.656908851 1.285623270
## 366 2.04782099 1.336730272 1.95418748 1.279066246 -1.533948539
## 367 0.24050967 -1.657599888 0.27016939 -1.484855600 1.257673461
## 368 0.35295546 -1.256467689 0.35240408 -1.218689322 1.116906091
## 369 1.03667579 0.299432718 1.09369831 0.403553674 -0.175609483
## 370 0.49697044 -0.594112275 0.98472744 0.242175256 0.920681464
## 371 2.00622965 1.301700000 1.51309127 0.854134222 -1.304177553
## 372 0.29320116 -1.262391526 0.29184739 -1.238882178 1.270048897
## 373 0.57209723 -0.440348466 0.28031309 -0.990740748 0.417765156
## 374 0.21452214 -1.590064994 0.18334836 -1.686448849 1.208763336
## 375 0.86700102 -0.027670462 1.06690738 0.312061905 0.093438919
## 376 1.97961195 1.286393363 2.56707947 1.741863310 -1.392622772
## 377 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 378 0.28240105 -1.508133627 0.33804249 -1.265774365 0.965861652
## 379 0.30698884 -1.404254621 0.25627580 -1.560798544 1.290982856
## 380 0.90328359 0.079744680 1.00282680 0.234409931 0.353972839
## 381 0.44291061 -0.822923626 0.45880955 -0.822712826 0.744243141
## 382 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 383 0.37508648 -1.063588220 0.36050599 -1.073843003 0.548106628
## 384 0.81551966 -0.018259019 1.29762238 0.619562195 0.631062703
## 385 0.21452214 -1.590064994 0.18334836 -1.686448849 1.208763336
## 386 1.96443641 1.316960513 1.83029694 1.224735251 -0.944341394
## 387 1.53897151 0.953457271 1.63137620 1.057117688 -0.737473362
## 388 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 389 1.49241802 0.854485845 1.43448200 0.800647980 -0.330186568
## 390 0.48213829 -0.594358563 0.29092868 -0.767146707 0.793320048
## 391 0.19398113 -1.688100501 0.17106863 -1.839580752 0.824897127
## 392 0.50662684 -0.720391835 0.55140248 -0.626216266 0.485772560
## 393 0.41341721 -1.065422282 0.47435467 -0.862363366 0.709082392
## 394 0.36986567 -0.997494753 0.25498071 -1.432632906 0.325372246
## 395 0.84607468 -0.046450193 0.92557339 0.090373975 0.026842349
## 396 0.38127308 -0.960947879 0.44801850 -0.837818676 0.892574733
## 397 0.58637364 -0.452607833 0.83723457 -0.030730885 0.812332857
## 398 1.72658816 1.164480033 1.80318939 1.244056955 -0.475008242
## 399 0.12450997 -1.792032078 0.17262466 -1.546541383 1.287950121
## 400 1.93978284 1.260822255 1.77953779 1.152691950 -1.515346632
## 401 0.54802487 -0.485426409 0.61443208 -0.384722743 0.790636482
## 402 0.67357970 -0.250236355 0.36930756 -0.889757227 0.417883474
## 403 2.08440784 1.569994020 1.85307448 1.303621408 -1.890091106
## 404 1.58640594 0.956316347 1.74873988 1.149311027 -0.954063259
## 405 0.14882124 -1.648229444 0.14888093 -1.671533500 0.971444016
## 406 0.56497844 -0.403719685 0.40010738 -0.481630875 0.999626382
## 407 0.33637376 -1.128486208 0.37669968 -1.051686258 0.942044519
## 408 1.14690543 0.432502797 1.22500479 0.539249442 -0.079670052
## 409 0.23449992 -1.554851172 0.24341048 -1.539986660 1.258618432
## 410 0.27421012 -1.296615944 0.30334242 -1.177339135 0.909472859
## 411 0.11038902 -2.378800405 0.11670372 -2.275280485 1.042344336
## 412 0.23449992 -1.554851172 0.24341048 -1.539986660 1.258618432
## 413 0.13526979 -2.212627395 0.12289601 -2.223634012 1.272885926
## 414 0.45617871 -0.926662707 0.38305272 -1.115343080 1.006261487
## 415 0.02602518 -3.103114994 0.02995804 -2.951673911 1.468566954
## 416 0.24282316 -1.340425822 0.29063057 -1.165907115 1.378349866
## 417 1.03667579 0.299432718 1.09369831 0.403553674 -0.175609483
## 418 2.26491076 1.676612173 2.42294598 1.783680731 -1.585209682
## 419 0.95330748 0.134278883 1.10917870 0.377434373 0.235193203
## 420 0.63656794 -0.489325907 0.62274979 -0.501803601 0.912789589
## 421 0.54467734 -0.493739652 0.39604763 -0.669449416 0.926274946
## 422 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 423 0.84362349 0.022260168 1.22396222 0.531853877 0.372079275
## 424 0.60508434 -0.297696989 0.60575158 -0.276830846 0.625639102
## 425 0.28012534 -1.317872563 0.29696568 -1.230940935 1.338737913
## 426 0.52827473 -0.590213207 0.57274495 -0.484618348 0.851292507
## 427 0.49930270 -0.586678984 0.46728731 -0.697017596 0.937667885
## 428 1.31706527 0.655689132 1.52885813 0.899191901 -0.840627349
## 429 2.69301251 2.039777228 3.09625112 2.304150433 -1.862528969
## 430 0.41341721 -1.065422282 0.47435467 -0.862363366 0.709082392
## 431 0.52689813 -0.526006119 0.54778175 -0.477279139 0.957807435
## 432 1.99984085 1.317294898 1.33021255 0.665279651 -2.814684644
## 433 0.19528530 -1.605392108 0.18449880 -1.623449150 1.389239896
## 434 1.78986010 1.135609967 2.00056418 1.321434773 -1.097628193
## 435 0.25623414 -1.569528083 0.28651432 -1.402664832 1.172518610
## 436 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 437 0.79425928 -0.072911148 0.90035094 0.073386527 0.144552326
## 438 0.15973032 -1.606540570 0.15106120 -1.750598764 1.328933866
## 439 0.37162199 -0.898195553 0.28646229 -1.229733166 0.727720510
## 440 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 441 0.30894750 -1.371562078 0.33334576 -1.241852866 1.319945345
## 442 3.39848538 2.678917802 3.36348958 2.615627897 -3.694085397
## 443 0.58637364 -0.452607833 0.83723457 -0.030730885 0.812332857
## 444 1.33960957 0.676459009 1.86346688 1.266137965 -0.254236166
## 445 0.36092895 -1.228457378 0.34988194 -1.227567283 0.567375916
## 446 0.02708229 -3.242918283 0.03381892 -3.066817600 1.185880942
## 447 1.99441699 1.450225652 2.12130843 1.545870985 -1.705210741
## 448 1.37282655 0.751006417 1.53187430 0.939877297 -0.729074010
## 449 0.64632884 -0.322257084 0.52221623 -0.627964596 0.045294670
## 450 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 451 0.08195270 -2.093608689 0.08158463 -2.080606580 1.539235047
## 452 0.49697044 -0.594112275 0.98472744 0.242175256 0.920681464
## 453 0.65903206 -0.336389902 0.87690959 0.027060278 0.523984617
## 454 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 455 0.60455050 -0.566285243 0.77887816 -0.181779665 0.321722277
## 456 0.56497844 -0.403719685 0.40010738 -0.481630875 0.999626382
## 457 1.14799944 0.433968114 1.30281725 0.637872059 -0.027673145
## 458 1.93955295 1.243256010 1.62076472 0.892709581 -1.068545977
## 459 0.66027042 -0.251221418 0.58735704 -0.370344718 0.670313168
## 460 0.32954989 -1.242335248 0.29647374 -1.359448463 0.399193109
## 461 2.04901566 1.457879120 1.80875211 1.203784262 -1.531723402
## 462 0.32563124 -1.094239277 0.35636282 -0.990248473 0.971202500
## 463 3.75195873 2.482995380 3.58812187 2.387870636 -2.655666202
## 464 0.34532044 -0.959105589 0.32273225 -0.967812406 1.192009292
## 465 1.61053666 1.046861713 1.30920654 0.660458504 -1.036492175
## 466 0.31851770 -1.206565114 0.34019768 -1.173707963 1.141474647
## 467 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 468 0.28240105 -1.508133627 0.33804249 -1.265774365 0.965861652
## 469 0.64632884 -0.322257084 0.52221623 -0.627964596 0.045294670
## 470 0.32967320 -1.175001415 0.36430609 -1.101478870 0.726383186
## 471 1.17402230 0.471666019 1.12276724 0.398064511 0.003219319
## 472 1.01698109 0.266787508 1.38821254 0.731949345 0.425729795
## 473 0.56497844 -0.403719685 0.40010738 -0.481630875 0.999626382
## 474 0.69734859 -0.209035521 0.56792346 -0.473978799 0.597439981
## 475 0.35386331 -0.934426419 0.51944530 -0.583225443 1.132591761
## 476 0.20220527 -1.563547359 0.18057460 -1.630375836 1.330703132
## 477 0.30978075 -1.374540416 0.32407120 -1.278137041 1.129170037
## 478 0.02708229 -3.242918283 0.03381892 -3.066817600 1.185880942
## 479 0.80619121 -0.127568526 0.81921439 -0.089760951 0.639581319
## 480 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 481 0.43888418 -0.724352855 0.54691026 -0.430454134 1.185357112
## 482 0.14529503 -1.709933012 0.10944879 -2.043323068 0.826493103
## 483 1.76795945 1.092414305 1.82679381 1.170869117 -1.313390814
## 484 0.39949330 -1.034648533 0.47270976 -0.833993687 0.625160301
## 485 1.53660000 0.937180723 1.52684356 0.926772802 -0.319993525
## 486 2.46154158 1.660687763 2.25300321 1.509956910 -1.870058247
## 487 2.34845448 1.651250308 2.63442629 1.858412848 -2.096973888
## 488 2.36252447 1.588029202 3.69329806 2.414087551 -1.617042907
## 489 0.65903206 -0.336389902 0.87690959 0.027060278 0.523984617
## 490 1.01871545 0.242138458 1.12085860 0.394889434 0.289694850
## 491 0.35340352 -0.934856207 0.49077623 -0.598460090 0.919214076
## 492 0.77551859 -0.162234648 1.01513808 0.237016069 0.120257085
## 493 2.25848385 1.506674454 1.51034397 0.851994516 -2.025754194
## 494 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 495 2.14863089 1.467722022 2.36630825 1.635817558 -1.123596208
## 496 0.77119684 -0.153771252 0.75716708 -0.191958904 0.033065681
## 497 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 498 0.98162588 0.216604712 0.82744342 -0.038648642 0.068719649
## 499 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 500 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 501 1.78121912 1.223898713 1.50476868 0.904697174 -0.912033430
## 502 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 503 1.32178623 0.638586400 1.57354816 0.895186070 -0.280923657
## 504 1.11284973 0.382012609 1.17894224 0.479235749 -0.308255874
## 505 0.58717795 -0.521330912 0.67650575 -0.321054953 1.060544073
## 506 2.55856404 1.933986398 3.09059301 2.359584232 -2.197141293
## 507 0.32516453 -1.104479551 0.35800188 -0.992611510 1.018419809
## 508 0.34532044 -0.959105589 0.32273225 -0.967812406 1.192009292
## 509 2.27231172 1.732169764 2.05224091 1.507559130 -2.452236250
## 510 0.54281640 -0.687463365 0.59340427 -0.557639263 0.756827992
## 511 0.02364591 -2.850010976 0.01971883 -3.065290054 1.034394642
## 512 0.21015049 -1.387548294 0.17501065 -1.558043027 1.023898357
## 513 0.67862619 -0.377924764 0.76509136 -0.188552616 0.416996392
## 514 0.22506604 -1.642471303 0.22030358 -1.662753304 0.630246813
## 515 2.03608544 1.529419642 2.01026766 1.478103608 -1.383251347
## 516 1.68184923 1.086264184 2.07823998 1.499689576 -0.737441694
## 517 0.49930270 -0.586678984 0.46728731 -0.697017596 0.937667885
## 518 0.73835598 -0.142206067 0.71688082 -0.114130397 0.269816521
## 519 1.27011543 0.584387682 1.31707257 0.637745736 -0.155047047
## 520 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 521 0.02708229 -3.242918283 0.03381892 -3.066817600 1.185880942
## 522 0.64100050 -0.425199414 0.59893687 -0.493100999 0.318440043
## 523 1.67558377 1.005426699 1.99940256 1.321331582 -0.703711399
## 524 0.56048039 -0.458920245 0.49220580 -0.441565250 1.070853724
## 525 0.58637364 -0.452607833 0.83723457 -0.030730885 0.812332857
## 526 0.34499503 -0.912381596 0.21803343 -1.277242918 0.873016808
## 527 1.99791230 1.297302042 1.67228355 0.957804065 -1.860053727
## 528 1.12648378 0.402537928 1.05373275 0.293848438 -0.624913403
## 529 0.22624476 -1.556550801 0.28479032 -1.367667124 0.936747055
## 530 0.48435047 -0.863856445 0.50056912 -0.793803765 1.207630755
## 531 1.24441325 0.557116466 1.72670619 1.117150992 -0.462145724
## 532 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 533 0.85486399 0.030791241 0.91529774 0.101108454 0.283963183
## 534 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 535 0.24050967 -1.657599888 0.27016939 -1.484855600 1.257673461
## 536 1.01477521 0.226349877 1.06636638 0.311213806 -0.037858677
## 537 1.48392356 0.825235979 1.50084150 0.840780383 -0.610016580
## 538 1.99544232 1.344414469 1.60436489 0.988586061 -1.127436315
## 539 1.78372048 1.256791753 1.82597147 1.284662018 -1.055298459
## 540 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 541 0.16779611 -2.007096849 0.15360150 -2.019817884 1.169134437
## 542 0.89171949 0.096747837 1.02093923 0.272175151 0.296771040
## 543 0.67357970 -0.250236355 0.36930756 -0.889757227 0.417883474
## 544 1.47902252 0.811146965 1.56931522 0.873658545 -0.283584853
## 545 1.04980599 0.298108508 1.09736546 0.366547317 -0.225264734
## 546 0.14096846 -1.733303276 0.18491877 -1.518299139 1.080928950
## 547 1.04292170 0.316485838 1.22615428 0.530405597 0.417188855
## 548 0.49226262 -0.759972411 0.54366858 -0.612466921 1.027977661
## 549 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 550 0.49592061 -0.814193687 0.43623283 -0.956499578 1.174077316
## 551 0.49807181 -0.592430321 0.46913372 -0.709426849 0.588483480
## 552 0.55394645 -0.498047177 0.68518868 -0.243822324 0.910153211
## 553 0.82888739 -0.093302631 0.83456987 -0.075149794 0.796026987
## 554 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 555 0.22843809 -1.579260627 0.27965661 -1.341908525 0.971073179
## 556 0.44069906 -0.804992411 0.47429603 -0.708243560 0.520526019
## 557 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 558 0.27895507 -1.204195120 0.33258654 -1.124913347 1.086552451
## 559 0.39837814 -1.051073586 0.31568373 -1.268832675 0.814039943
## 560 0.74535550 -0.130745490 1.19286041 0.494216891 0.787280041
## 561 1.55079323 0.981930478 1.58412883 1.010038830 -0.635773707
## 562 0.67357970 -0.250236355 0.36930756 -0.889757227 0.417883474
## 563 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 564 0.20534186 -1.790668662 0.21575377 -1.716255699 1.075873165
## 565 0.13856540 -1.906376634 0.09966658 -2.103151066 1.243390692
## 566 2.89429627 1.969423933 2.99716616 2.113075041 -1.702879317
## 567 0.66798677 -0.347826847 0.75953862 -0.187661281 0.499179610
## 568 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 569 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 570 0.33637376 -1.128486208 0.37669968 -1.051686258 0.942044519
## 571 1.11188157 0.393680974 0.90844800 0.125756515 -0.194601420
## 572 0.14882124 -1.648229444 0.14888093 -1.671533500 0.971444016
## 573 0.94007734 0.120203517 0.76428034 -0.188304631 0.392848588
## 574 0.36986567 -0.997494753 0.25498071 -1.432632906 0.325372246
## 575 0.02602518 -3.103114994 0.02995804 -2.951673911 1.468566954
## 576 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 577 0.96314748 0.182525430 0.89418176 0.061023245 0.130340787
## 578 0.75164280 -0.226637314 0.72097223 -0.282696588 -0.280714868
## 579 0.32516453 -1.104479551 0.35800188 -0.992611510 1.018419809
## 580 0.38174108 -1.072902665 0.30337537 -1.281751945 0.779835647
## 581 1.13002959 0.415435809 0.90342325 0.132795332 0.136609446
## 582 0.75164280 -0.226637314 0.72097223 -0.282696588 -0.280714868
## 583 0.76970493 -0.175409047 0.58006180 -0.566335502 -0.026694432
## 584 0.94235702 0.165126023 1.16010032 0.452369146 0.474699232
## 585 0.23449992 -1.554851172 0.24341048 -1.539986660 1.258618432
## 586 1.39553769 0.780781212 1.48884847 0.887516693 -0.201582164
## 587 0.15973032 -1.606540570 0.15106120 -1.750598764 1.328933866
## 588 1.13644162 0.419590455 1.13438978 0.415356561 -0.025426550
## 589 0.27895507 -1.204195120 0.33258654 -1.124913347 1.086552451
## 590 0.76061876 -0.138710651 0.67343370 -0.285927749 -0.161962705
## 591 0.91485701 0.129773794 0.84481854 0.011669073 0.097940900
## 592 0.25999380 -1.371910295 0.25212466 -1.459370294 0.745995543
## 593 0.83166982 -0.081748199 1.05522052 0.295311227 0.143535259
## 594 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 595 0.08195270 -2.093608689 0.08158463 -2.080606580 1.539235047
## 596 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 597 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 598 0.30698884 -1.404254621 0.25627580 -1.560798544 1.290982856
## 599 0.40372350 -0.811364109 0.59383549 -0.444138979 0.857477265
## 600 0.13526979 -2.212627395 0.12289601 -2.223634012 1.272885926
## 601 0.22624476 -1.556550801 0.28479032 -1.367667124 0.936747055
## 602 0.16252919 -1.656392723 0.21059492 -1.558335349 1.316698595
## 603 0.61217458 -0.410943412 0.77510798 -0.107889373 1.004356638
## 604 0.46479232 -0.761549017 0.68116234 -0.325605758 1.227368165
## 605 0.11818187 -2.299226373 0.11220920 -2.267270977 1.208467917
## 606 0.63725020 -0.450486119 0.88576918 0.023350093 0.154291336
## 607 0.19970055 -1.735643361 0.18170712 -1.829274837 1.075074308
## 608 0.71802918 -0.173827059 0.95674613 0.186483842 0.741266385
## 609 0.54802487 -0.485426409 0.61443208 -0.384722743 0.790636482
## 610 0.25999380 -1.371910295 0.25212466 -1.459370294 0.745995543
## 611 1.64513680 1.078126971 1.65582270 1.072870866 -1.249551077
## 612 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 613 0.24282316 -1.340425822 0.29063057 -1.165907115 1.378349866
## 614 3.09801423 2.350433086 2.66127239 2.024297224 -3.524379778
## 615 0.52340415 -0.422429389 0.41009760 -0.621383556 0.959970889
## 616 0.67357970 -0.250236355 0.36930756 -0.889757227 0.417883474
## 617 0.16252919 -1.656392723 0.21059492 -1.558335349 1.316698595
## 618 1.33877827 0.700831674 1.21085961 0.522496897 -0.245222687
## 619 0.24653049 -1.588440953 0.33001849 -1.267103805 0.690360318
## 620 1.35983162 0.712704362 1.29183546 0.622671957 -0.448192027
## 621 1.66178976 0.993307219 2.40286570 1.572306892 -0.439016333
## 622 0.44333351 -0.711290396 0.47209155 -0.631310092 0.692809086
## 623 0.67357970 -0.250236355 0.36930756 -0.889757227 0.417883474
## 624 0.73561407 -0.144510980 1.25049960 0.561527330 0.548955827
## 625 1.22040777 0.541613426 1.35256295 0.719602702 0.006941657
## 626 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 627 0.49930270 -0.586678984 0.46728731 -0.697017596 0.937667885
## 628 1.42912788 0.803776677 1.74879232 1.174175827 -0.684218841
## 629 1.05876575 0.327280006 1.18461655 0.493979825 0.295962032
## 630 0.77698808 -0.182217450 1.02884236 0.254553888 -0.049193371
## 631 0.95901383 0.132500996 0.81685742 -0.109344421 0.487680156
## 632 0.46280050 -0.668752936 0.57000093 -0.484522855 0.761352014
## 633 1.57584745 1.005565533 1.38132079 0.751568601 -1.481601509
## 634 0.56941802 -0.479403483 0.46415433 -0.772311008 0.600634145
## 635 0.12450997 -1.792032078 0.17262466 -1.546541383 1.287950121
## 636 0.60508434 -0.297696989 0.60575158 -0.276830846 0.625639102
## 637 1.18486598 0.484748997 1.29612357 0.627863733 -0.898497474
## 638 0.47464014 -0.675821575 0.46448032 -0.765188524 0.554438341
## 639 0.54467734 -0.493739652 0.39604763 -0.669449416 0.926274946
## 640 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 641 1.62809697 0.976480042 1.94821290 1.273822589 -1.138138727
## 642 0.89171949 0.096747837 1.02093923 0.272175151 0.296771040
## 643 2.08223757 1.576357104 2.00236723 1.466743193 -1.707284031
## 644 1.17908602 0.476051308 0.92856162 0.120443772 -1.184260213
## 645 3.06413957 2.443208535 3.12433264 2.446832426 -3.238405219
## 646 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 647 1.25510647 0.572115796 1.52155180 0.899965299 -0.240017099
## 648 0.87601159 -0.009397430 0.87946538 0.004002384 -0.351066801
## 649 0.65883176 -0.304370908 0.84336816 0.011483144 0.572068306
## 650 0.30894750 -1.371562078 0.33334576 -1.241852866 1.319945345
## 651 0.82004951 -0.006379653 1.07797681 0.382704347 0.822111739
## 652 0.12450997 -1.792032078 0.17262466 -1.546541383 1.287950121
## 653 2.23680844 1.632692485 2.36954667 1.721112981 -2.080499084
## 654 1.66796939 1.008382029 1.79285395 1.165412775 -0.830779536
## 655 0.53598367 -0.583283938 0.47568709 -0.768331357 0.735429820
## 656 0.74535550 -0.130745490 1.19286041 0.494216891 0.787280041
## 657 0.70144961 -0.352649088 0.68849316 -0.360489627 0.530572648
## 658 1.03667579 0.299432718 1.09369831 0.403553674 -0.175609483
## 659 1.12215310 0.398723379 0.92210016 0.095452147 0.086583918
## 660 0.56456462 -0.523979363 0.67386084 -0.295652602 0.891974675
## 661 0.02364591 -2.850010976 0.01971883 -3.065290054 1.034394642
## 662 0.11038902 -2.378800405 0.11670372 -2.275280485 1.042344336
## 663 1.21984852 0.524310567 1.75363107 1.111228197 -0.132220400
## 664 0.63656794 -0.489325907 0.62274979 -0.501803601 0.912789589
## 665 0.13856540 -1.906376634 0.09966658 -2.103151066 1.243390692
## 666 0.36092895 -1.228457378 0.34988194 -1.227567283 0.567375916
## 667 2.38296248 1.653918493 2.11224668 1.482432302 -1.472449049
## 668 0.56497844 -0.403719685 0.40010738 -0.481630875 0.999626382
## 669 0.22843809 -1.579260627 0.27965661 -1.341908525 0.971073179
## 670 0.31851770 -1.206565114 0.34019768 -1.173707963 1.141474647
## 671 1.49670532 0.909537515 1.22863576 0.550118723 -0.480045908
## 672 0.07428214 -2.188055059 0.05860843 -2.300872689 1.366160839
## 673 2.06863417 1.508551998 2.29691525 1.722643802 -1.480020448
## 674 0.28899228 -1.076016914 0.20742302 -1.325152626 1.100403961
## 675 0.48747158 -0.614908591 0.41358619 -0.703274049 0.392389472
## 676 1.87843137 1.238953471 1.70322375 1.095414859 -0.898392207
## 677 0.77551859 -0.162234648 1.01513808 0.237016069 0.120257085
## 678 0.36840487 -0.888511466 0.59365933 -0.386045758 0.998784222
## 679 0.84362349 0.022260168 1.22396222 0.531853877 0.372079275
## 680 0.59805267 -0.365403115 0.56585389 -0.415133226 0.899609692
## 681 0.36840487 -0.888511466 0.59365933 -0.386045758 0.998784222
## 682 1.17998796 0.477256800 1.23449883 0.547207436 -0.156565750
## 683 0.25623414 -1.569528083 0.28651432 -1.402664832 1.172518610
## 684 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 685 0.14085614 -2.162750930 0.15487341 -2.034809996 0.482979434
## 686 0.14529503 -1.709933012 0.10944879 -2.043323068 0.826493103
## 687 0.80142314 -0.110835331 0.80529634 -0.110297770 0.450367382
## 688 2.62874425 1.878826372 2.64233732 1.947559157 -3.735009015
## 689 0.66439165 -0.298113064 0.84113510 0.005904941 0.608104535
## 690 0.46733162 -0.608740406 0.54802422 -0.429214850 0.935571712
## 691 0.14442997 -1.691670504 0.11540159 -1.974643332 1.021035232
## 692 0.56059143 -0.588339170 0.69682399 -0.313270981 0.971596460
## 693 0.36578750 -0.904521390 0.31116565 -0.879178263 1.079273509
## 694 0.69180519 -0.160792348 0.65186018 -0.207684468 0.881249298
## 695 0.21015049 -1.387548294 0.17501065 -1.558043027 1.023898357
## 696 0.64510425 -0.288803039 0.91271934 0.135661351 0.633747706
## 697 0.36916361 -1.046523748 0.54412847 -0.626843664 1.209439837
## 698 0.19970055 -1.735643361 0.18170712 -1.829274837 1.075074308
## 699 0.46420000 -0.703159468 0.41896359 -0.883173157 0.437787441
## 700 0.72513764 -0.125270245 0.82446377 0.034501150 0.687113188
## 701 1.55079323 0.981930478 1.58412883 1.010038830 -0.635773707
## 702 0.20776752 -1.750590467 0.21019784 -1.725225791 0.562644407
## 703 0.25623414 -1.569528083 0.28651432 -1.402664832 1.172518610
## 704 0.70355577 -0.198646530 0.64722132 -0.323312472 0.448635056
## 705 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 706 1.29152341 0.625182939 1.02363603 0.251938163 -0.277498789
## 707 0.41729648 -0.995786993 0.49115983 -0.792510445 0.939944466
## 708 0.19516952 -1.876282482 0.20165512 -1.785986720 0.601846481
## 709 0.54844618 -0.671320383 0.55331824 -0.649160889 0.781320615
## 710 0.31175344 -1.398736750 0.30156721 -1.390824595 1.147693332
## 711 1.29768969 0.629384363 0.96276609 0.160314476 -0.668949563
## 712 0.29320116 -1.262391526 0.29184739 -1.238882178 1.270048897
## 713 0.73561407 -0.144510980 1.25049960 0.561527330 0.548955827
## 714 0.94753776 0.145752158 1.10851876 0.381481649 0.394182808
## 715 0.23449992 -1.554851172 0.24341048 -1.539986660 1.258618432
## 716 5.25337101 3.711187229 5.12195681 3.561803610 -7.738280280
## 717 0.16252919 -1.656392723 0.21059492 -1.558335349 1.316698595
## 718 4.41915453 2.921666899 4.89809427 3.310149483 -3.727063652
## 719 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 720 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 721 0.76350821 -0.123927306 0.95101569 0.152135318 0.408828432
## 722 0.20220527 -1.563547359 0.18057460 -1.630375836 1.330703132
## 723 1.45167656 0.802994510 1.22883038 0.537763539 -0.640613978
## 724 0.39210569 -0.882407811 0.64819783 -0.367564349 0.860585457
## 725 0.41706534 -0.799954909 0.65220836 -0.350055519 1.007790210
## 726 0.28240105 -1.508133627 0.33804249 -1.265774365 0.965861652
## 727 0.02364591 -2.850010976 0.01971883 -3.065290054 1.034394642
## 728 0.43417508 -0.958990935 0.50241095 -0.746351210 1.295468826
## 729 0.83059966 0.012002922 0.93617280 0.167193114 0.586132518
## 730 0.09093175 -2.524039557 0.07681553 -2.566546511 1.307869254
## 731 0.15973032 -1.606540570 0.15106120 -1.750598764 1.328933866
## 732 0.30698884 -1.404254621 0.25627580 -1.560798544 1.290982856
## 733 0.85619743 0.058186395 0.85224806 0.058554742 0.302414187
## 734 1.23539867 0.541473115 1.34413261 0.644160103 -0.228405368
## 735 0.08195270 -2.093608689 0.08158463 -2.080606580 1.539235047
## 736 0.11038902 -2.378800405 0.11670372 -2.275280485 1.042344336
## 737 1.67351426 0.999775931 1.89211570 1.193452665 -1.160173788
## 738 1.75656694 1.215592373 1.60504639 1.031261930 -1.332559226
## 739 0.92336609 0.109360603 0.99025972 0.204109792 0.164368317
## 740 0.49930270 -0.586678984 0.46728731 -0.697017596 0.937667885
## 741 0.59044680 -0.427194601 0.42743143 -0.774374864 0.739794660
## 742 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 743 0.29320116 -1.262391526 0.29184739 -1.238882178 1.270048897
## 744 1.86728132 1.205302932 2.20930170 1.559645905 -1.527289908
## 745 1.56636744 0.905935339 1.55106805 0.914519251 -0.592941615
## 746 0.21015049 -1.387548294 0.17501065 -1.558043027 1.023898357
## 747 0.14882124 -1.648229444 0.14888093 -1.671533500 0.971444016
## 748 0.08571064 -2.132354933 0.08175105 -2.294974848 1.113709620
## 749 0.13856540 -1.906376634 0.09966658 -2.103151066 1.243390692
## 750 0.23449992 -1.554851172 0.24341048 -1.539986660 1.258618432
## 751 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 752 1.09546223 0.357595839 1.25442469 0.582388894 0.003054742
## 753 1.21984852 0.524310567 1.75363107 1.111228197 -0.132220400
## 754 0.41706534 -0.799954909 0.65220836 -0.350055519 1.007790210
## 755 0.99254199 0.237390662 0.65576803 -0.261087934 0.165330593
## 756 1.59729045 0.938221041 1.89487694 1.263585087 -1.127678494
## 757 0.24282316 -1.340425822 0.29063057 -1.165907115 1.378349866
## 758 1.66558854 1.081437312 1.70132321 1.104533840 -0.576282691
## 759 0.67862619 -0.377924764 0.76509136 -0.188552616 0.416996392
## 760 0.70065504 -0.351520862 0.79192576 -0.153285996 0.675708693
## 761 1.05159339 0.310800574 1.02075917 0.270486467 0.112266875
## 762 0.07428214 -2.188055059 0.05860843 -2.300872689 1.366160839
## 763 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 764 0.73835598 -0.142206067 0.71688082 -0.114130397 0.269816521
## 765 0.07428214 -2.188055059 0.05860843 -2.300872689 1.366160839
## 766 0.43888418 -0.724352855 0.54691026 -0.430454134 1.185357112
## 767 0.85117733 -0.049183243 0.90289991 0.052378840 0.118414660
## 768 0.68016957 -0.391823323 0.70099149 -0.334128204 1.077148192
## 769 0.80142314 -0.110835331 0.80529634 -0.110297770 0.450367382
## 770 0.56941802 -0.479403483 0.46415433 -0.772311008 0.600634145
## 771 0.56048039 -0.458920245 0.49220580 -0.441565250 1.070853724
## 772 0.36578750 -0.904521390 0.31116565 -0.879178263 1.079273509
## 773 0.31851770 -1.206565114 0.34019768 -1.173707963 1.141474647
## 774 1.97956175 1.275027390 2.55889770 1.716762502 -1.534274543
## 775 0.32591716 -1.015224851 0.16246105 -1.407480030 0.990484647
## 776 0.49346131 -0.529083600 0.32443447 -0.888281684 0.662695231
## 777 1.37499055 0.700791392 1.47807495 0.808975780 -0.398226905
## 778 4.61973542 3.329455276 4.55713661 3.307439374 -5.305280773
## 779 0.50144430 -0.768219970 0.44358463 -0.885660945 0.137313264
## 780 0.14442997 -1.691670504 0.11540159 -1.974643332 1.021035232
## 781 0.24282316 -1.340425822 0.29063057 -1.165907115 1.378349866
## 782 0.60508434 -0.297696989 0.60575158 -0.276830846 0.625639102
## 783 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 784 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 785 0.49226262 -0.759972411 0.54366858 -0.612466921 1.027977661
## 786 0.11038902 -2.378800405 0.11670372 -2.275280485 1.042344336
## 787 0.42733686 -0.868572626 0.37206618 -1.063331601 0.691645665
## 788 0.49697044 -0.594112275 0.98472744 0.242175256 0.920681464
## 789 0.68240667 -0.234475745 0.80639412 -0.041509265 0.782692960
## 790 0.79985504 -0.154819863 0.66237208 -0.414397321 0.053560009
## 791 0.33829534 -1.173941241 0.32578624 -1.236438193 1.037633966
## 792 0.90055237 0.061138973 0.88900334 0.050563599 0.197132655
## 793 2.15378144 1.561162720 2.39304132 1.744697859 -1.456859650
## 794 0.02602518 -3.103114994 0.02995804 -2.951673911 1.468566954
## 795 0.38205548 -0.873763606 0.44613132 -0.709982711 1.104703073
## 796 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 797 0.54802487 -0.485426409 0.61443208 -0.384722743 0.790636482
## 798 0.54995883 -0.336180246 0.56324539 -0.296630156 1.033642325
## 799 0.34499503 -0.912381596 0.21803343 -1.277242918 0.873016808
## 800 1.47935990 0.863156139 1.35172684 0.708523776 -0.459406401
## 801 0.68016957 -0.391823323 0.70099149 -0.334128204 1.077148192
## 802 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 803 0.72707879 -0.261264619 0.81979228 -0.076146093 0.534490664
## 804 0.70144961 -0.352649088 0.68849316 -0.360489627 0.530572648
## 805 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 806 0.46280050 -0.668752936 0.57000093 -0.484522855 0.761352014
## 807 0.37565277 -0.850920325 0.23920442 -1.233368597 0.992542101
## 808 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 809 0.31588263 -1.227238313 0.38752210 -0.980472381 1.008282181
## 810 0.18579120 -1.506909400 0.18860806 -1.606046779 1.095123032
## 811 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 812 1.37499055 0.700791392 1.47807495 0.808975780 -0.398226905
## 813 0.82004951 -0.006379653 1.07797681 0.382704347 0.822111739
## 814 0.99797227 0.197870707 1.07285986 0.321170586 0.113046758
## 815 0.39883104 -0.816939282 0.57352518 -0.460822438 1.063870421
## 816 0.33065094 -1.008337317 0.21785206 -1.472642132 0.655604564
## 817 0.61217458 -0.410943412 0.77510798 -0.107889373 1.004356638
## 818 0.35123822 -1.144990946 0.37177578 -1.048774875 0.630231249
## 819 0.25623414 -1.569528083 0.28651432 -1.402664832 1.172518610
## 820 0.09655216 -2.342202622 0.10360437 -2.293904120 1.308364464
## 821 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 822 0.76350821 -0.123927306 0.95101569 0.152135318 0.408828432
## 823 0.81241299 -0.126641192 0.88920217 0.020905340 0.359994455
## 824 0.85441367 -0.010081290 0.86433750 0.014991550 0.191753448
## 825 0.13856540 -1.906376634 0.09966658 -2.103151066 1.243390692
## 826 0.19970055 -1.735643361 0.18170712 -1.829274837 1.075074308
## 827 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 828 0.18301882 -1.499678540 0.31629212 -0.991513494 1.365872119
## 829 0.32954989 -1.242335248 0.29647374 -1.359448463 0.399193109
## 830 2.77903004 1.949552972 2.90572372 2.121038685 -1.791760181
## 831 0.39883104 -0.816939282 0.57352518 -0.460822438 1.063870421
## 832 3.52882904 2.797887196 3.35972176 2.620511877 -4.481500787
## 833 0.68479531 -0.196935339 0.83069933 0.138711372 0.676845242
## 834 0.34532044 -0.959105589 0.32273225 -0.967812406 1.192009292
## 835 0.32563124 -1.094239277 0.35636282 -0.990248473 0.971202500
## 836 0.86771174 -0.028047588 0.73510677 -0.265412465 0.455957897
## 837 0.36092895 -1.228457378 0.34988194 -1.227567283 0.567375916
## 838 0.51809096 -0.699445521 0.62763335 -0.432734603 0.849688211
## 839 0.64331119 -0.471254503 0.71754843 -0.300381144 0.557844171
## 840 0.37474624 -1.098331188 0.44922966 -0.855572086 0.322793283
## 841 1.83317316 1.287385030 1.51592042 0.920633288 -1.098541848
## 842 1.19881933 0.502661687 1.35406931 0.696130130 0.050577202
## 843 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 844 0.68494202 -0.231709811 0.54533184 -0.457850350 -0.114620677
## 845 0.41705328 -0.986953232 0.34866427 -1.151824303 0.816073543
## 846 0.30978075 -1.374540416 0.32407120 -1.278137041 1.129170037
## 847 0.28012534 -1.317872563 0.29696568 -1.230940935 1.338737913
## 848 0.11919858 -1.921788565 0.18035335 -1.715493640 1.206304836
## 849 0.63356578 -0.346216517 0.94335046 0.142956673 0.935515281
## 850 1.58365026 0.966286908 1.79659872 1.177531558 -0.380822845
## 851 0.18592096 -1.617510145 0.24468811 -1.461708902 1.443136529
## 852 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 853 1.07805997 0.328657771 1.29969018 0.647405424 -0.026266582
## 854 1.37045098 0.736992997 1.88466242 1.326830632 -1.041853212
## 855 0.30698884 -1.404254621 0.25627580 -1.560798544 1.290982856
## 856 0.47564366 -0.779077252 0.56960109 -0.538711093 0.849538581
## 857 0.08571064 -2.132354933 0.08175105 -2.294974848 1.113709620
## 858 0.68240667 -0.234475745 0.80639412 -0.041509265 0.782692960
## 859 0.86426041 0.052864968 0.90685629 0.095907233 0.274226649
## 860 1.37045098 0.736992997 1.88466242 1.326830632 -1.041853212
## 861 0.47700501 -0.856256941 0.40340626 -1.045600451 0.476286741
## 862 0.34532044 -0.959105589 0.32273225 -0.967812406 1.192009292
## 863 0.41705328 -0.986953232 0.34866427 -1.151824303 0.816073543
## 864 0.22506604 -1.642471303 0.22030358 -1.662753304 0.630246813
## 865 0.12879770 -2.077591822 0.15572384 -1.871559931 1.478548280
## 866 0.61217458 -0.410943412 0.77510798 -0.107889373 1.004356638
## 867 0.40285832 -1.000529571 0.47313949 -0.821121649 0.707118500
## 868 0.81548709 -0.008803059 1.38138589 0.701397752 0.351791401
## 869 0.41030808 -0.797485346 0.63651087 -0.317030825 0.756886412
## 870 1.01698109 0.266787508 1.38821254 0.731949345 0.425729795
## 871 1.31874867 0.647927793 1.24346828 0.560990886 -0.443218287
## 872 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 873 0.52340415 -0.422429389 0.41009760 -0.621383556 0.959970889
## 874 0.40285832 -1.000529571 0.47313949 -0.821121649 0.707118500
## 875 0.02364591 -2.850010976 0.01971883 -3.065290054 1.034394642
## 876 0.36625198 -0.741654299 0.34264044 -0.766958106 1.108239503
## 877 1.39538858 0.723127440 2.29748357 1.598103106 -0.362706411
## 878 0.31851770 -1.206565114 0.34019768 -1.173707963 1.141474647
## 879 0.09655216 -2.342202622 0.10360437 -2.293904120 1.308364464
## 880 1.76331026 1.088382258 2.81374603 1.968218112 -0.772695992
## 881 1.04292170 0.316485838 1.22615428 0.530405597 0.417188855
## 882 1.44892203 0.827785917 1.26214859 0.587034142 -1.517529128
## 883 0.65508160 -0.361831870 0.79006433 -0.102675313 0.415377975
## 884 0.46280050 -0.668752936 0.57000093 -0.484522855 0.761352014
## 885 0.33829534 -1.173941241 0.32578624 -1.236438193 1.037633966
## 886 0.27895507 -1.204195120 0.33258654 -1.124913347 1.086552451
## 887 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 888 0.40160863 -1.085654725 0.43185458 -0.959296223 0.705855044
## 889 0.62168212 -0.423368062 0.58195588 -0.534689653 0.136969887
## 890 0.46280050 -0.668752936 0.57000093 -0.484522855 0.761352014
## 891 0.54467734 -0.493739652 0.39604763 -0.669449416 0.926274946
## 892 1.40254503 0.792033422 1.38929060 0.767582256 -0.543084318
## 893 1.21984852 0.524310567 1.75363107 1.111228197 -0.132220400
## 894 1.26995597 0.608547536 1.27023273 0.603860030 -0.106813332
## 895 0.04951869 -2.826144834 0.05148521 -2.719818339 1.519002989
## 896 0.81428155 -0.032452131 1.06097109 0.315612717 0.546264839
## 897 1.01698109 0.266787508 1.38821254 0.731949345 0.425729795
## 898 0.33101883 -1.075109761 0.34786126 -1.011730076 0.622407331
## 899 0.30297558 -1.106370774 0.38689391 -0.950150267 1.243145654
## 900 0.46479232 -0.761549017 0.68116234 -0.325605758 1.227368165
## 901 1.08616033 0.346735888 0.93853317 0.130617141 -0.867602685
## 902 1.99791230 1.297302042 1.67228355 0.957804065 -1.860053727
## 903 0.85486399 0.030791241 0.91529774 0.101108454 0.283963183
## 904 0.99172110 0.200719165 1.30989970 0.655439307 0.165947351
## 905 0.74539967 -0.156154598 0.69765933 -0.276576238 0.326906467
## 906 0.51589072 -0.782706375 0.59855046 -0.556175907 0.551715513
## 907 0.34499503 -0.912381596 0.21803343 -1.277242918 0.873016808
## 908 1.34151537 0.662315358 1.63790667 0.964130942 -0.189193585
## 909 2.74521227 2.150780424 2.72727476 2.090333697 -2.762884653
## 910 0.84422809 0.015415274 1.44565609 0.800097484 0.126902070
## 911 0.37474624 -1.098331188 0.44922966 -0.855572086 0.322793283
## 912 0.11038902 -2.378800405 0.11670372 -2.275280485 1.042344336
## 913 0.28899228 -1.076016914 0.20742302 -1.325152626 1.100403961
## 914 0.69424082 -0.215400668 1.19659755 0.496755633 0.425113034
## 915 0.28820039 -1.472315313 0.31261132 -1.335377065 1.219060856
## 916 0.32967320 -1.175001415 0.36430609 -1.101478870 0.726383186
## 917 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 918 0.54802487 -0.485426409 0.61443208 -0.384722743 0.790636482
## 919 0.19528530 -1.605392108 0.18449880 -1.623449150 1.389239896
## 920 1.74033695 1.135430263 1.72792876 1.109939602 -1.040436116
## 921 0.64510425 -0.288803039 0.91271934 0.135661351 0.633747706
## 922 0.46479232 -0.761549017 0.68116234 -0.325605758 1.227368165
## 923 2.11938039 1.412335099 1.93965320 1.254264684 -1.556651980
## 924 0.07286797 -2.103125437 0.05177104 -2.258857909 1.420898118
## 925 0.33961386 -1.236610901 0.31394465 -1.314774175 0.878452220
## 926 0.12879770 -2.077591822 0.15572384 -1.871559931 1.478548280
## 927 0.74393360 -0.079563173 0.90458314 0.241526051 0.950322296
## 928 0.53598367 -0.583283938 0.47568709 -0.768331357 0.735429820
## 929 1.68722470 1.012568854 1.98126929 1.269253634 -0.679531342
## 930 1.25510647 0.572115796 1.52155180 0.899965299 -0.240017099
## 931 0.80142314 -0.110835331 0.80529634 -0.110297770 0.450367382
## 932 0.12450997 -1.792032078 0.17262466 -1.546541383 1.287950121
## 933 1.98752951 1.461567364 1.76588709 1.212943361 -1.240578130
## 934 0.12450997 -1.792032078 0.17262466 -1.546541383 1.287950121
## 935 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 936 0.08195270 -2.093608689 0.08158463 -2.080606580 1.539235047
## 937 1.15978339 0.452222672 1.74580983 1.086220358 0.263905565
## 938 0.95510301 0.134254056 0.91779804 0.074403955 0.298120175
## 939 0.41706534 -0.799954909 0.65220836 -0.350055519 1.007790210
## 940 1.20561326 0.507541730 1.51272238 0.871052910 0.050792816
## 941 0.10605416 -2.092207094 0.14660566 -1.931380729 1.399050147
## 942 2.36252447 1.588029202 3.69329806 2.414087551 -1.617042907
## 943 2.32010333 1.600356610 2.83364344 2.065513977 -1.808992636
## 944 1.65938188 1.111408612 1.48890673 0.894016942 -0.590975117
## 945 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 946 0.21452214 -1.590064994 0.18334836 -1.686448849 1.208763336
## 947 1.05876575 0.327280006 1.18461655 0.493979825 0.295962032
## 948 0.86648164 0.009312365 1.09279257 0.355132441 0.018260376
## 949 0.16252919 -1.656392723 0.21059492 -1.558335349 1.316698595
## 950 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 951 0.79717143 0.066599187 1.20529309 0.516352953 0.827263374
## 952 0.11818187 -2.299226373 0.11220920 -2.267270977 1.208467917
## 953 0.69180519 -0.160792348 0.65186018 -0.207684468 0.881249298
## 954 0.38022774 -1.166732354 0.34170783 -1.254427708 1.152584420
## 955 0.79083011 -0.145288974 0.94963078 0.137602434 0.610229320
## 956 0.16514310 -1.920674303 0.19827522 -1.703995190 1.509215861
## 957 3.44017678 2.682027057 3.31472211 2.566550071 -3.580433197
## 958 0.90796424 0.045957616 0.76301738 -0.206810706 0.349840811
## 959 0.06919952 -2.516458220 0.05705531 -2.663271109 0.842752498
## 960 0.15096376 -2.027824323 0.17720540 -1.828711531 0.837348041###IRT scoring
data$DGS_7C_1 <- rowSums(DGS_7model_1)/ncol(DGS_7model_1)
data$DGS_7C_2 <- rowSums(DGS_7model_2)/ncol(DGS_7model_2)
data$DGS_7C_3 <- rowSums(DGS_7model_3)/ncol(DGS_7model_3)
data$DGS_7C_4 <- rowSums(DGS_7model_4)/ncol(DGS_7model_4)
data$DGS_7C_5 <- rowSums(DGS_7model_5)/ncol(DGS_7model_5)
data$DGS_7C_6 <- rowSums(DGS_7model_6)/ncol(DGS_7model_6)
data$DGS_7C_7 <- rowSums(DGS_7model_7)/ncol(DGS_7model_7)data$DGS_7C_1_fscore <- fscores(DGS_IRT_1)
data$DGS_7C_2_fscore <- fscores(DGS_IRT_2)
data$DGS_7C_3_fscore <- fscores(DGS_IRT_3)
data$DGS_7C_4_fscore <- fscores(DGS_IRT_4)
data$DGS_7C_5_fscore <- fscores(DGS_IRT_5)
data$DGS_7C_6_fscore <- fscores(DGS_IRT_6)
data$DGS_7C_7_fscore <- fscores(DGS_IRT_7)psych::omega(HEXACO_C, nfactors = 4)
## Omega
## Call: omegah(m = m, nfactors = nfactors, fm = fm, key = key, flip = flip,
## digits = digits, title = title, sl = sl, labels = labels,
## plot = plot, n.obs = n.obs, rotate = rotate, Phi = Phi, option = option,
## covar = covar)
## Alpha: 0.82
## G.6: 0.83
## Omega Hierarchical: 0.65
## Omega H asymptotic: 0.75
## Omega Total 0.87
##
## Schmid Leiman Factor loadings greater than 0.2
## g F1* F2* F3* F4* h2 u2 p2
## HEXACO_C_1 0.58 0.67 0.79 0.21 0.43
## HEXACO_C_2 0.54 0.46 0.52 0.48 0.57
## HEXACO_C_3 0.27 0.45 0.30 0.70 0.25
## HEXACO_C_4 0.55 0.32 0.46 0.54 0.67
## HEXACO_C_5 0.52 0.47 0.53 0.47 0.51
## HEXACO_C_6 0.35 0.45 0.35 0.65 0.36
## HEXACO_C_7 0.67 0.45 0.65 0.35 0.68
## HEXACO_C_8 0.66 0.22 0.29 0.57 0.43 0.75
## HEXACO_C_9 0.36 0.19 0.81 0.14
## HEXACO_C_10 0.65 0.37 0.58 0.42 0.74
##
## With Sums of squares of:
## g F1* F2* F3* F4*
## 2.74 0.42 0.87 0.38 0.52
##
## general/max 3.16 max/min = 2.27
## mean percent general = 0.51 with sd = 0.21 and cv of 0.41
## Explained Common Variance of the general factor = 0.56
##
## The degrees of freedom are 11 and the fit is 0.09
## The number of observations was 960 with Chi Square = 81.51 with prob < 7.5e-13
## The root mean square of the residuals is 0.03
## The df corrected root mean square of the residuals is 0.05
## RMSEA index = 0.082 and the 10 % confidence intervals are 0.066 0.099
## BIC = 5.97
##
## Compare this with the adequacy of just a general factor and no group factors
## The degrees of freedom for just the general factor are 35 and the fit is 0.58
## The number of observations was 960 with Chi Square = 553.61 with prob < 1.5e-94
## The root mean square of the residuals is 0.1
## The df corrected root mean square of the residuals is 0.12
##
## RMSEA index = 0.124 and the 10 % confidence intervals are 0.115 0.134
## BIC = 313.27
##
## Measures of factor score adequacy
## g F1* F2* F3* F4*
## Correlation of scores with factors 0.85 0.55 0.71 0.60 0.77
## Multiple R square of scores with factors 0.72 0.30 0.51 0.36 0.60
## Minimum correlation of factor score estimates 0.43 -0.39 0.02 -0.28 0.20
##
## Total, General and Subset omega for each subset
## g F1* F2* F3* F4*
## Omega total for total scores and subscales 0.87 0.75 0.71 0.66 0.78
## Omega general for total scores and subscales 0.65 0.54 0.32 0.48 0.34
## Omega group for total scores and subscales 0.16 0.21 0.39 0.19 0.44DGS_HEXACO <- data %>%
select(c(HEXACO_C,starts_with("DGS_7C_")))
cor.plot(DGS_HEXACO)
##with factor scores
DGSf_HEXACO <- data %>%
select(c(HEXACO_C,ends_with("fscore")))
cor.plot(DGSf_HEXACO)
###Code Book
#```{r codebook} #codebook_data <- data %>% #select only the variables to display for codebook #select(-ID)
metadata(data)\(name <- "A short name for the data" metadata(data)\)description <- “Longer description of the dataset” metadata(data)$temporalCoverage <- “Tdataspan of data collection”
codebook(data, metadata_json = F, metadata_table = F) #generate codebook, excluding some messy meta-data ```